In [1]:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import warnings
warnings.filterwarnings('ignore')
%matplotlib inline
pd.options.display.float_format = '{:.2f}'.format
In [2]:
df = pd.read_excel('GSAF5.xls')
df.head()
Out[2]:
Case Number Date Year Type Country Area Location Activity Name Sex ... Species Investigator or Source pdf href formula href Case Number.1 Case Number.2 original order Unnamed: 22 Unnamed: 23
0 2021.02.02.b 01-Feb-2021 2021.00 Watercraft AUSTRALIA South Australia Gleneg Surf skiing Jad French M ... Bronze whaler K. McMurray, TrackingSharks.com 2021.02.02.b-French.pdf http://sharkattackfile.net/spreadsheets/pdf_di... http://sharkattackfile.net/spreadsheets/pdf_di... 2021.02.02.b 2021.02.02.b 6618.00 NaN NaN
1 2021.02.02 02-Feb-2021 2021.00 Watercraft USA Maui Ukumehama Kayaking Daniel Sullivan and his son Tristan M ... White shark K. McMurray, TrackingSharks.com 2021.02.02.a-Sullivan.pdf http://sharkattackfile.net/spreadsheets/pdf_di... http://sharkattackfile.net/spreadsheets/pdf_di... 2021.02.02.a 2021.02.02.a 6617.00 NaN NaN
2 2021.01.29 29-Jan-2021 2021.00 Unprovoked AUSTRALIA Western Australia Melaleuca Beach, Cowaramup Bay, Gracetown, Swimming female F ... NaN M. Michaelson, GSAF 2021.01.29-Gracetown.pdf http://sharkattackfile.net/spreadsheets/pdf_di... http://sharkattackfile.net/spreadsheets/pdf_di... 2021.01.29 2021.01.29 6616.00 NaN NaN
3 2021.01.27 27-Jan-2021 2021.00 Unprovoked NEW ZEALAND North Island Papamoa Beach, Bay of Plenty Swimming male M ... Juvenile shark K. McMurray, TrackingSharks.com 2021.01.27-NZ.pdf http://sharkattackfile.net/spreadsheets/pdf_di... http://sharkattackfile.net/spreadsheets/pdf_di... 2021.01.27 2021.01.27 6615.00 NaN NaN
4 2021.01.23 23-Jan-2021 2021.00 Unprovoked AUSTRALIA New South Wales Lake Macquarie Swimming Rick Burbury M ... S. DeMarchi & B. Myatt, GSAF, K. McMurray, Tra... 2021.01.23-Burbury.pdf http://sharkattackfile.net/spreadsheets/pdf_di... http://sharkattackfile.net/spreadsheets/pdf_di... 2021.01.23 2021.01.23 6614.00 NaN NaN

5 rows × 24 columns

In [3]:
df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 25808 entries, 0 to 25807
Data columns (total 24 columns):
 #   Column                  Non-Null Count  Dtype  
---  ------                  --------------  -----  
 0   Case Number             8786 non-null   object 
 1   Date                    6617 non-null   object 
 2   Year                    6616 non-null   float64
 3   Type                    6607 non-null   object 
 4   Country                 6568 non-null   object 
 5   Area                    6148 non-null   object 
 6   Location                6069 non-null   object 
 7   Activity                6059 non-null   object 
 8   Name                    6403 non-null   object 
 9   Sex                     6045 non-null   object 
 10  Age                     3703 non-null   object 
 11  Injury                  6587 non-null   object 
 12  Fatal (Y/N)             6066 non-null   object 
 13  Time                    3189 non-null   object 
 14  Species                 3646 non-null   object 
 15  Investigator or Source  6600 non-null   object 
 16  pdf                     6617 non-null   object 
 17  href formula            6614 non-null   object 
 18  href                    6616 non-null   object 
 19  Case Number.1           6617 non-null   object 
 20  Case Number.2           6617 non-null   object 
 21  original order          6618 non-null   float64
 22  Unnamed: 22             1 non-null      object 
 23  Unnamed: 23             2 non-null      object 
dtypes: float64(2), object(22)
memory usage: 4.7+ MB
In [4]:
df['Fatal (Y/N)'].value_counts(dropna=False)
Out[4]:
NaN        19742
N           4566
Y           1415
UNKNOWN       71
 N             7
F              2
M              1
y              1
N              1
2017           1
Y x 2          1
Name: Fatal (Y/N), dtype: int64
In [5]:
df['Fatal (Y/N)'] = df['Fatal (Y/N)'].str.replace('\d+', '').str.replace(' ','').str.replace('x','').str.upper()
In [6]:
df['Fatal (Y/N)'].str.contains(['Y','N'],regex=False)
Out[6]:
0       nan
1       nan
2       nan
3       nan
4       nan
         ..
25803   nan
25804   nan
25805   nan
25806   nan
25807   nan
Name: Fatal (Y/N), Length: 25808, dtype: float64
In [7]:
df['Species '].value_counts()
Out[7]:
White shark                                                                                       182
Shark involvement prior to death was not confirmed                                                105
Invalid                                                                                           102
Shark involvement not confirmed                                                                    90
Tiger shark                                                                                        83
                                                                                                 ... 
White shark, 2.5 m [8.25'], an immature female, previously injured                                  1
Tiger shark, 8'                                                                                     1
Though to involve a white shark                                                                     1
White shark, 2.5 m [8.25']                                                                          1
Survivors said 2 species of sharks were involved:  oceanic whitetip sharks and another species      1
Name: Species , Length: 1616, dtype: int64
In [8]:
chars = ["!",'"',"#","%","&","'","(",")",
              "*","+",",","-",".","/",":",";","<",
              "=",">","?","@","[","\\","]","^","_",
              "`","{","|","}","~","–"]
for char in chars:
    df['Species '] = df['Species '].str.replace(char, '')
In [9]:
df['Species '].value_counts()
Out[9]:
White shark                                           186
Shark involvement prior to death was not confirmed    105
Invalid                                               102
Shark involvement not confirmed                        90
Tiger shark                                            90
                                                     ... 
Possibly a 6 lemon shark                                1
4 m 13 590kg white shark                                1
Caribbean reef shark 6                                  1
Possibly a 10 bull shark                                1
Spinner shark 3 to 4                                    1
Name: Species , Length: 1546, dtype: int64
In [10]:
df['Species '] = df['Species '].str.replace('\d+', '').str.replace('m','').str.replace('Juvenile','')
In [11]:
df['Species '] = df['Species '].str.replace('x','').str.replace('female','')
In [12]:
df['Species '] = df['Species '].str.replace('Small','').str.replace('Possibly a','').str.replace('kg','')
In [13]:
df['Species '] = df['Species '].str.replace('feet','').str.replace('to','').str.replace('lb','')
In [14]:
df['Species '] = df['Species '].str.replace('Said to involve a','').str.title()
In [15]:
df['Species '].value_counts()
Out[15]:
   Shark                                             332
 Shark                                               261
White Shark                                          187
  Shark                                              129
Shark Involveent Prior  Death Was Not Confired       105
                                                    ... 
Injury Ost Likely Caused By Barracuda Not A Shark      1
   Copper Shark                                        1
Wobbegong Shark    K                                   1
White Shark                                            1
                                                       1
Name: Species , Length: 824, dtype: int64
In [16]:
cols_to_include = ['Year','Type','Country', 
                   'Area','Location',
                   'Activity', 'Fatal (Y/N)',
                   'Species ']

renaming = {'Area':'State', 
            'Species ':'Species',
           'Fatal (Y/N)':'Fatal'}

df1 = df[cols_to_include].rename(renaming, axis=1)
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
sharks = df1[df1.Year.isin(range(2010,2021))]
sharks.head()
Out[16]:
Year Type Country State Location Activity Fatal Species
15 2020.00 Unprovoked USA California Coronado, San Diego County Swimming N White Shark
16 2020.00 Unprovoked MALDIVES Raa Atoll Faadoo Island Fell off fishing boat N NaN
17 2020.00 Unprovoked ST MARTIN NaN Orient Beach Swimming Y Tiger Shark
18 2020.00 Unprovoked AUSTRALIA Western Australia Cable Beach Surfing N NaN
19 2020.00 Unprovoked USA Hawaii Honolua Bay Surfing Y Tiger Shark
In [17]:
pd.set_option('max_columns',None)
pd.set_option('max_rows',None)
sharks.sort_values(by=['Year'],ascending=False).reset_index(drop=True)
sharks
Out[17]:
Year Type Country State Location Activity Fatal Species
15 2020.00 Unprovoked USA California Coronado, San Diego County Swimming N White Shark
16 2020.00 Unprovoked MALDIVES Raa Atoll Faadoo Island Fell off fishing boat N NaN
17 2020.00 Unprovoked ST MARTIN NaN Orient Beach Swimming Y Tiger Shark
18 2020.00 Unprovoked AUSTRALIA Western Australia Cable Beach Surfing N NaN
19 2020.00 Unprovoked USA Hawaii Honolua Bay Surfing Y Tiger Shark
20 2020.00 Unprovoked USA Oregon Seaside Cove, Clatsop County Surfing N NaN
21 2020.00 Unprovoked AUSTRALIA South Australia Kangaroo Island Surfing N White Shark
22 2020.00 Unprovoked EGYPT South Sinai Marsa Alam Scuba diving N Oceanic Whitetip Shark
23 2020.00 Unprovoked USA Hawaii Maui Snorkeling N NaN
24 2020.00 Unprovoked NEW CALEDONIA South Province St. Vincent Bay Snorkeling N Tiger Shark
25 2020.00 Unprovoked AUSTRALIA Western Australia Cable Beach Body boarding Y Tiger Shark
26 2020.00 Unprovoked AUSTRALIA New South Wales Town Beach, Port Macquarie Surfing N NaN
27 2020.00 Unprovoked USA Florida Ormond Beach Swimming N Blacktip Shark
28 2020.00 Unprovoked BAHAMAS Grand Bahama Island East End Point Spearfishing N Reef Shark
29 2020.00 Unprovoked USA Franklin County, Florida St George Island Surfing N NaN
30 2020.00 Unprovoked EGYPT South Sinai Shark Reef, Ras Muhammed Snorkeling N NaN
31 2020.00 Unprovoked AUSTRALIA Queensland Britomart Reef Spearfishing N NaN
32 2020.00 NaN USA North Carolina Emerald Isle, Carteret County Surfing N Shark Involveent Not Confired
33 2020.00 Unprovoked AUSTRALIA Western Australia Kelp Beds Beach (Kelpies) Surfing Y Shark
34 2020.00 Unprovoked USA Florida Miami Beach, Miami-Dade County Body Surfing N Blacktip Shark
35 2020.00 Unprovoked AUSTRALIA Western Australia Toms Surf break, Hamersley Pool, North Beach, ... Surfing N Bronze Whaler
36 2020.00 Provoked USA Florida Near Key Largo NaN N Sall Nurse Shark
37 2020.00 NaN USA Hawaii Charley Young Beach, Maui Swimming N Injuries Not Caused By A Shark
38 2020.00 Unprovoked USA Florida Sombero Key Light, Monroe County Snorkeling N Bull Shark
39 2020.00 Provoked AUSTRALIA Queensland Fraser Island Fishing N Whitetip Shark
40 2020.00 Unprovoked AUSTRALIA New South Wales Cabarita Beach Foil-boarding N White Shark
41 2020.00 NaN USA Florida Daytona Beach Shores, Volusia County Swimming N Shark Involveent Not Confired
42 2020.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N NaN
43 2020.00 Unprovoked USA Florida Melbourne Beach, Brevard County Surfing N NaN
44 2020.00 NaN USA Florida Canaveral National Seashore Surf fishing N Shark
45 2020.00 Unprovoked AUSTRALIA Queensland Greenmount Beach, Coolangatta Surfing Y White Shark
46 2020.00 Unprovoked USA Hawaii Puako Snorkeling N Shark
47 2020.00 Unprovoked USA Florida Jensen Beach, Martin County NaN N Nurse Shark Juvenile
48 2020.00 Watercraft AUSTRALIA New South Wales Forster Fishing / Filming sharks feeding on whale carcass N White Shark
49 2020.00 Unprovoked USA South Carolina Folly Beach, Charleston County Surfing N NaN
50 2020.00 Unprovoked USA California Shelter Cove, Humboldt County Kayak fishing N White Shark
51 2020.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Standing N NaN
52 2020.00 Unprovoked USA Florida St. Augustine Beach, Anastasia Island, St. Joh... Surfing N Shark
53 2020.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Boogie boarding N NaN
54 2020.00 NaN USA South Carolina Myrtle Beach, Horry County Wading N NaN
55 2020.00 Unprovoked AUSTRALIA New South Wales Shelly Beach, Port Macquarie Surfing N White Shark
56 2020.00 Provoked USA Florida Off Gasparilla Island, Charlotte County Fishing N Blacktip Shark
57 2020.00 Unprovoked USA Virgin Islands Candle Reef, St. Croix Snorkeling N Nurse Shark
58 2020.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
59 2020.00 Unprovoked USA Alabama Orange Beach, Baldwin County Swimming N Blacktip Or Spinner Shark
60 2020.00 Unprovoked AUSTRALIA Western Australia Bunker Bay Beach Surfing N White Shark
61 2020.00 Unprovoked USA Florida Florida Keys Diving N Leon Shark
62 2020.00 Watercraft AUSTRALIA Tasmania Tenth Island Sightseeing NaN White Shark
63 2020.00 Unprovoked FRENCH POLYNESIA Tuamotu Islands Tikehau Swimming N Blacktip Reef Shark Juvenile
64 2020.00 Unprovoked USA Maine Bailey Island, Cumberland County Swimming Y White Shark
65 2020.00 Unprovoked USA Bahamas Spanish Cay Spearfishing N Reef Shark
66 2020.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Standing N NaN
67 2020.00 Unprovoked USA North Carolina Neuse River, Craven County Treading water N Bull Shark
68 2020.00 Unprovoked USA Florida Cocoa Beach, Brevard County Wading N NaN
69 2020.00 Unprovoked AUSTRALIA Tasmania Off Stanley Fishing N White Shark
70 2020.00 Unprovoked USA Florida Melbourne Beach, Brevard County Wading N Bull Shark
71 2020.00 Unprovoked AUSTRALIA Queensland Fitzroy Island Snorkeling N Shark
72 2020.00 Unprovoked AUSTRALIA New South Wales Wilsons Headland Surfing Y White Shark
73 2020.00 Unprovoked USA Florida Cocoa Beach, Brevard County Surfing N NaN
74 2020.00 Unprovoked AUSTRALIA Queensland Fraser Island Spearfishing Y NaN
75 2020.00 Unprovoked USA Florida Homestead, Miami-Dade County Playing N Bull Shark
76 2020.00 Unprovoked USA North Carolina Salvo, Dare County Body Surfing N NaN
77 2020.00 Unprovoked BAHAMAS Exumas Pig Beach, Pig Island NaN N NaN
78 2020.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Umhlanga Rocks Surf skiing N NaN
79 2020.00 Unprovoked NEW CALEDONIA South Province Plateau de Ricaudy, Nouméa Windsurfing Y Tiger Shark
80 2020.00 Unprovoked AUSTRALIA New South Wales Salt Beach near Kingscliff Surfing Y White Shark
81 2020.00 Unprovoked AUSTRALIA Western Australia Tantabitti Beach, Nigaloo NaN NaN NaN
82 2020.00 NaN USA Delaware Herring Point, Sussex County Skimboarding N Shark Involveent Unconfired But Considered Pro...
83 2020.00 Unprovoked USA Hawaii Davidsons Beach, Kauai Surfing N Tiger Shark
84 2020.00 Unprovoked BAHAMAS Abaco Islands NoName Cay Spearfishing N Bull Shark
85 2020.00 Unprovoked AUSTRALIA Queensland Lucinda Spearfishing N Bull Shark
86 2020.00 Unprovoked THAILAND Muang district of Satun province, Chebilang pier Playing N Bull Shark
87 2020.00 Unprovoked SPAIN Canary Islands Famara Beach, Lanzarote Playing N Angel Shark
88 2020.00 Unprovoked FRENCH POLYNESIA Tahiti Vallée Blanche Snorkeling N Blacktip Shark
89 2020.00 Unprovoked USA California Sand Dollar Beach, Santa Cruz County Surfing Y White Shark
90 2020.00 Unprovoked AUSTRALIA Victoria Southside Beach, near Geelong Surfing N NaN
91 2020.00 Unprovoked USA California Summerland, Santa Barbara County Swimming N Shark
92 2020.00 NaN USA California Moonlight Beach, San Diego County Body Boarding N NaN
93 2020.00 Unprovoked AUSTRALIA New South Wales Killick Creek near Crescent Head Swimming N NaN
94 2020.00 Unprovoked USA Florida Cocoa Beach, Brevard County Surfing N Bull Shark
95 2020.00 Unprovoked AUSTRALIA Queensland North West Island Swimming Y NaN
96 2020.00 Unprovoked AUSTRALIA New South Wales Wamberal Beach Surfing N Shark
97 2020.00 Unprovoked USA California Pleasure Point, Santa Cruz County Stand-Up Paddleboarding N NaN
98 2020.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
99 2020.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
100 2020.00 Unprovoked AUSTRALIA Queensland Cairns NaN N NaN
101 2020.00 Provoked NEW ZEALAND North Island Stanmore Bay, Auckland Kayak fishing N White Shark
102 2020.00 Unprovoked FIJI Vanua Levu Tawake, Cakaudrove Spearfishing N NaN
103 2020.00 Unprovoked NEW ZEALAND North Island Pauanui Beach Surfing N White Shark
104 2020.00 Unprovoked USA Maui Wailea Stand-Up Paddle boarding N Tiger Shark
105 2020.00 Unprovoked FRENCH POLYNESIA Marquesas Ua Huka Canoeing N NaN
106 2020.00 Provoked BAHAMAS Exumas NaN Floating N NaN
107 2020.00 Unprovoked AUSTRALIA New South Wales Windang Beach Surfing N A Sall Shark
108 2020.00 Unprovoked NEW ZEALAND Southland Oreti Beach Surfing N Broadnose Seven Gill Shark
109 2020.00 Unprovoked USA North Carolina Rodanthe, Dare County Surfing N NaN
110 2020.00 Unprovoked THAILAND Phang Nga Province Nang Thong Beach Swimming N NaN
111 2020.00 Unprovoked AUSTRALIA Queensland North West Island Swimming N Leon Shark
112 2020.00 Unprovoked AUSTRALIA Western Australia Cull Island / Esperance Scuba diving Y White Shark
113 2020.00 Unprovoked NEW CALEDONIA NaN Calana NaN N NaN
114 2020.00 Questionable AUSTRALIA Western Australia Esperance Swimming after being swept off rocks Y NaN
115 2019.00 Unprovoked AUSTRALIA Queensland North West Island Swimming N Shovelnose Shark Which Is A Ray Not A Shark
116 2019.00 Unprovoked SEYCHELLES Praslin Amitié Beach Swimming N NaN
117 2019.00 Unprovoked PAPUA NEW GUINEA Central Province Ragelapara reef Spearfishing Y NaN
118 2019.00 Unprovoked SOUTH AFRICA Eastern Cape Province Nahoon Beach, East London Surf skiing N NaN
119 2019.00 Unprovoked NEW ZEALAND Southland Oreti Beach Boogie boarding N NaN
120 2019.00 Unprovoked USA California Santa Rosa Island, Ventura County Surfing N NaN
121 2019.00 Provoked AUSTRALIA New South Wales Shellharbour Fishing NaN White Shark
122 2019.00 Questionable REUNION ISLAND NaN NaN Kayaking F Tiger Shark
123 2019.00 Unprovoked AUSTRALIA Western Australia Exmouth Free diving N NaN
124 2019.00 Unprovoked USA Hawaii Cove Park, Kihei, Maui Stand-Up Paddleboarding N Tiger Shark
125 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Blacktip Shark
126 2019.00 Unprovoked AUSTRALIA Queensland Bargara Snorkeling N NaN
127 2019.00 Questionable AUSTRALIA Queensland Elliot Head, near Bundaberg. Spearfishing F NaN
128 2019.00 Provoked MEXICO Guerrero Off Barra Vieja Fishing N NaN
129 2019.00 Unprovoked ISRAEL NaN Haifa Snorkeling N NaN
130 2019.00 Provoked FRENCH POLYNESIA Moorea Afareitu Lagoonarium. Feeding sharks N Blacktip Shark
131 2019.00 Unprovoked USA Florida Cocoa Beach, Brevard County Surfing N Blacktip Shark
132 2019.00 Unprovoked MEXICO Baja Magdalena Bay Snorkeling N NaN
133 2019.00 Watercraft SOUTH AFRICA Eastern Cape Province East London Kayaking fishing N White Shark
134 2019.00 Unprovoked USA California San Onofre, San Diego County Surfing N White Shark
135 2019.00 Questionable REUNION ISLAND Saint-Gilles L’Hermitage Lagoon Snorkeling Y Tiger Shark
136 2019.00 Unprovoked AUSTRALIA Queensland Off Airlie Beach, Whitsundays Snorkeling N Tiger Shark
137 2019.00 Provoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
138 2019.00 Unprovoked FRENCH POLYNESIA Moorea Opunohu Bay Snorkeling NaN Oceanic Whitetip Shark
139 2019.00 Unprovoked AUSTRALIA Queensland Woorim Beach, Bribie Island, Surfing N Shark
140 2019.00 Unprovoked USA Florida Fort Pierce, St. Lucie County Surfing N NaN
141 2019.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach Surfing N White Shark
142 2019.00 Watercraft USA California Ship Rock near Catalina, Los Angeles County Kayaking N White Shark
143 2019.00 Unprovoked USA Guam Talofofo Bay Surfing N Shark
144 2019.00 Provoked AUSTRALIA Northern Territory Nightcliff Jetty, Darwin Fishing N Shark
145 2019.00 Unprovoked USA Hawaii Kihei, South Maui Surfing N Shark
146 2019.00 Unprovoked USA Florida Huguenot Park, Jacksonville, Duval County Swimming N NaN
147 2019.00 Unprovoked USA Florida Satellite Beach, Brevard County Surfing N Shark
148 2019.00 Unprovoked USA Hawaii Haleiwa, Oahu Snorkeling N Galapagos Shark
149 2019.00 Unprovoked USA South Carolina Isle of Palms, Charleston County NaN N NaN
150 2019.00 Unprovoked AUSTRALIA Western Australia Burns Beach, Perth Spearfishing N White Shark
151 2019.00 Unprovoked USA Cayman Islands Grand Cayman Spearfishing N Nurse Shark
152 2019.00 Unprovoked USA Florida Jacksonville Beach, Duval County NaN N NaN
153 2019.00 Provoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
154 2019.00 Unprovoked USA Florida Fort Lauderdale, Broward County Wading N NaN
155 2019.00 Unprovoked USA Hawaii Napoopoo Park in Kealakekua Bay, The Big Island Swimming/ Treading water N NaN
156 2019.00 Unprovoked FIJI NaN reef 40km east Vanua Levu Spearfishing N Grey Reef Shark
157 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Wading N NaN
158 2019.00 Unprovoked USA Hawaii Makaha Beach, Oahu Surfing N Shark
159 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Standing N NaN
160 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
161 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
162 2019.00 Unprovoked USA Florida Off Key Biscayne Spearfishing / Diving N NaN
163 2019.00 Unprovoked USA Hawaii Molokai Channel/ Swimming N Cookiecutter Shark
164 2019.00 Provoked USA North Carolina Off Cape Hatteras, Dare County Fishing N Blacktip Shark
165 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
166 2019.00 Unprovoked AUSTRALIA Queensland Magra Islet Snorkeling NaN NaN
167 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Boogie boarding N NaN
168 2019.00 Unprovoked USA Florida Jacksonville Beach, Duval County Surfing N Blacktip Or Spinner Shark
169 2019.00 Unprovoked USA Rhode Island Moonstone Beach, South Kingstown, Washington C... Surfing N Sandtiger Shark
170 2019.00 Unprovoked NEW ZEALAND Chatham Islands Pitt Island or Chatham Island Scuba diving N White Shark
171 2019.00 Unconfirmed USA Florida Haulover Inlet, Miami-Dade County Diving NaN NaN
172 2019.00 Unprovoked USA North Carolina Sunset Beach, Brunswick County Body-surfing N Shark Pup
173 2019.00 Unprovoked USA Florida Amelia Island, Nassau County Boogie boarding N NaN
174 2019.00 Unprovoked SOUTH AFRICA Eastern Cape Province East Beach, Port Alfred Surfing N White Shark Juvenile
175 2019.00 Unprovoked AUSTRALIA Queensland Pelican Waters, Caloundra Paddle boarding N Bull Shark Pup
176 2019.00 Provoked MEXICO Quinta Roo Cabo Catoche Fishing N NaN
177 2019.00 Unprovoked BAHAMAS Abaco Islands Great Guana Cay Snorkeling N NaN
178 2019.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
179 2019.00 Unprovoked BAHAMAS Lucayan Archipelago Rose Island Snorkeling Y NaN
180 2019.00 Unprovoked BAHAMAS Abaco Islands NaN Spearfishing N NaN
181 2019.00 Unprovoked BAHAMAS NaN Wells Cay Snorkeling NaN NaN
182 2019.00 Unprovoked USA North Carolina Bald Head Island, Brunswick County Swimming N NaN
183 2019.00 Unprovoked USA Georgia Wilmington River, Chatham County Swimming N Bull Shark
184 2019.00 Unprovoked USA North Carolina Ocean Isle, Brunswick County Surfing N NaN
185 2019.00 Unprovoked AUSTRALIA Tasmania Maatsuyker Island Abalone diving N NaN
186 2019.00 Unverified AUSTRALIA New South Wales Lennox Head Surfing N NaN
187 2019.00 Unprovoked USA North Carolina Fort Macon State Beach, Carteret County Standing N NaN
188 2019.00 Unprovoked NEW CALEDONIA Bélep Islands Cook Reef Fishing Y NaN
189 2019.00 Unprovoked USA Hawaii Honokowai Point, Maui Swimming Y NaN
190 2019.00 Unprovoked NEW CALEDONIA Noumea Port South Marina Swimming N Bull Shark
191 2019.00 Unprovoked USA New Jersey Ship Bottom, Ocean County Body Boarding N Shark Involveent Unconfired But Considered Pro...
192 2019.00 Unprovoked FIJI NaN Beqa Scuba diving N Tiger Shark
193 2019.00 Unprovoked USA Hawaii Browns, Oahu Surfing N Shark
194 2019.00 Unprovoked AUSTRALIA Queensland Yandaran Beach Body Surfing N NaN
195 2019.00 Unprovoked REUNION ISLAND NaN Saint Leu Surfing Y NaN
196 2019.00 Unprovoked USA Hawaii O'ahu Swimming with sharks N NaN
197 2019.00 Unprovoked USA California North Salmon Creek Beach, Sonoma County Surfing N White Shark
198 2019.00 Provoked BRAZIL Fernando de Noronha Praia de Porto Fishing N Leon Shark Pup
199 2019.00 Unprovoked USA Florida Off Boca Grande, Lee County Fishing N NaN
200 2019.00 Unprovoked AUSTRALIA New South Wales Tomaree Spearfishing N Grey Nurse Shark Feale
201 2019.00 Unprovoked USA Hawaii Anaehoomalu Bay, Hawaii Kayaking N Tiger Shark
202 2019.00 Unprovoked USA Florida Jacksonville Beach, Duval County NaN N NaN
203 2019.00 Questionable USA Florida Crescent Beach, St Johns County Boogie boarding N NaN
204 2019.00 Questionable USA Hawaii North Koahala, Big Island Picking opihi N Tiger Shark
205 2019.00 Unprovoked USA Hawaii Kaiwi Channel Swimming N Cookiecutter Shark
206 2019.00 Provoked CHINA Liaoning Province Laohutan Ocean Park Aquarium, Dalian City Diving in shark tank N Sand Tiger Shark
207 2019.00 Watercraft USA Hawaii Waikoloa area Paddling an outrigger canoe N Shark
208 2019.00 Unprovoked AUSTRALIA Queensland Line Reef Swimming N Grey Reef Shark
209 2019.00 Unprovoked USA Florida Hobe Sound, Martin County Surfing N Shark
210 2019.00 Unprovoked MEXICO Guerrero Troncones Swimming N NaN
211 2019.00 Unprovoked USA Hawaii Kaiwi Channel Swimming N Cookiecutter Shark
212 2019.00 Unprovoked USA Florida Stuart Beach, Martin County Boogie boarding N Spinner Shark
213 2019.00 Unprovoked USA Oregon Cape Kiwanda, Tillamook County Surfing N NaN
214 2019.00 Provoked SOUTH AFRICA Eastern Cape Province 30 nm off Port Elizabeth Fishing N Shark
215 2019.00 Unprovoked AUSTRALIA New South Wales Belongil Bay Surfing N NaN
216 2019.00 Unprovoked BRAZIL Fernando de Noronha Cacimba do Padre Surfing N Leon Shark
217 2019.00 Unprovoked AUSTRALIA Northern Territory Groote Eylandt Spearfishing N Reef Shark
218 2019.00 Unprovoked USA Hawaii Hanalei Bay, Kauai Surfing N Tiger Shark
219 2019.00 Unprovoked AUSTRALIA New South Wales Urunga area Surfing N NaN
220 2019.00 Watercraft SOUTH AFRICA KwaZulu-Natal Mtunzini Fishing N NaN
221 2019.00 Unprovoked USA Florida Key Biscayne Spearfishing N Bull Shark
222 2019.00 Unprovoked REUNION ISLAND NaN Sainte-Rose at the mouth of Riviere de l'Est Fishing Y NaN
223 2019.00 Invalid NEW ZEALAND South Island Oreti Beach Boogie boarding N Reported As Shark Bite But Injury Caused By St...
224 2019.00 Unprovoked AUSTRALIA Western Australia North Cottesloe Swimming N Wobbegong Shark
225 2019.00 Invalid AUSTRALIA Queensland Catseye Beach, Hamilton Island, Whitsundays Wading N Reported As Shark Attacks But Injuries Caused ...
226 2019.00 Unprovoked USA California Sandspit Beach, Montaña de Oro State Park Surfing N White Shark
227 2018.00 Unprovoked MEXICO Sonora Southeast of Puerto Peñasco Diving Y Tiger Shark
228 2018.00 Provoked AUSTRALIA New South Wales NaN NaN N Wobbegong Shark
229 2018.00 Unprovoked NEW ZEALAND North Island Matauri Bay Spearfishing N Mako Shark
230 2018.00 Unprovoked NEW ZEALAND North Island Ti Point Spearfishing N Bronze Whaler
231 2018.00 Unprovoked AUSTRALIA New South Wales Nambucca Surfing N NaN
232 2018.00 Unprovoked AUSTRALIA New South Wales South Steyne Surfing N Wobbegong Shark
233 2018.00 Unprovoked USA Florida Juno Beach, Palm Beach County Surfing N NaN
234 2018.00 Unprovoked AUSTRALIA Northern Territory Off Nhulunbuy Spearfishing N Reef Shark
235 2018.00 Unprovoked AUSTRALIA New South Wales 7 Mile Beach, Gerroa Surfing N NaN
236 2018.00 Watercraft AUSTRALIA Queensland Moffat Beach Kayaking N Tiger Shark
237 2018.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Tinley Manor Fishing N White Shark
238 2018.00 Unprovoked AUSTRALIA Western Australia Pyramids Beach, Mandurah Body Boarding N Sandtiger Shark
239 2018.00 Unprovoked BAHAMAS Exumas Compass Cay Swimming N Nurse Shark
240 2018.00 Unprovoked AUSTRALIA New South Wales Shelly Beach, Ballina Surfing N Shark
241 2018.00 Unprovoked AUSTRALIA Queensland Cid Harbor, Whitsundays Swimming Y NaN
242 2018.00 Unprovoked EGYPT NaN Brothers' Island Scuba diving N Oceanic Whitetip Shark
243 2018.00 Unprovoked AUSTRALIA Western Australia Guillotines surf break, Shire of Augusta Marga... Surfing N NaN
244 2018.00 Unprovoked USA Florida Near Patrick AFB, Brevard County Surfing N Shark
245 2018.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N NaN
246 2018.00 Unprovoked USA California Farallon Islands Diving / Filming N White Shark Feale
247 2018.00 Unprovoked AUSTRALIA New South Wales Samurai Beach Body Surfing N Bull Shark
248 2018.00 Unprovoked NEW ZEALAND North Island Baylys Beach Surfing N White Shark
249 2018.00 Questionable AUSTRALIA Western Australia Two Rocks near Three Mile Reef Spearfishing N White Shark Feale
250 2018.00 Watercraft SAMOA Upolo NaN Surf skiing N NaN
251 2018.00 Unprovoked USA Florida Bethune Beach, Volusia County Surfing N Spinner Shark
252 2018.00 Provoked AUSTRALIA Queensland Swain Reef Fishing N Reef Shark
253 2018.00 Unprovoked USA California Beacons Beach, San Diego County Diving N White Shark
254 2018.00 Unprovoked AUSTRALIA Northern Territory Groote Eylandt NaN N Bull Shark
255 2018.00 Watercraft USA California Humboldt County Fishing N White Shark
256 2018.00 Unprovoked BAHAMAS Abaco Islands Treasure Cay Spearfishing N Blacktip Shark
257 2018.00 Questionable USA Florida Jacksonville Beach, Duval County NaN N NaN
258 2018.00 Unprovoked AUSTRALIA Queensland Cid Harbor, Whitsundays Swimming N NaN
259 2018.00 Unprovoked JAMAICA St. Mary Parish James Bond Beach Spearfishing Y NaN
260 2018.00 Unprovoked AUSTRALIA Queensland Cid Harbor, Whitsundays Swimming N NaN
261 2018.00 Unprovoked USA Massachusetts Newcomb Hollow Beach, Wellfleet, Barnstable Co... Boogie boarding Y White Shark
262 2018.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N NaN
263 2018.00 Unprovoked USA Hawaii Pounders Beach, Oahu Stand-Up Paddleboarding N Tiger Shark
264 2018.00 Unprovoked USA Florida Fort Pierce, St. Lucie County Surfing N NaN
265 2018.00 Provoked IRELAND County Cork NaN Fishing N Blue Shark
266 2018.00 Unprovoked BAHAMAS NaN NaN Diving N Leon Shark
267 2018.00 Unprovoked USA California Huntington Beach, Orange County Swimming N Shark
268 2018.00 Unprovoked BAHAMAS Abaco Islands Carter's Cay Spearfishing N Reef Shark
269 2018.00 Unprovoked USA North Carolina Atlantic Beach, Carteret County Surfing N NaN
270 2018.00 Unprovoked ITALY Chieti, Province Torino di Sangro Playing N NaN
271 2018.00 Unprovoked BAHAMAS Abaco Islands Coco Bay, Green Turtle Cay Standing N Nurse Shark
272 2018.00 Questionable USA Maryland Rhode River, Chesapeake Bay NaN N NaN
273 2018.00 Unprovoked USA Massachusetts Longnook Beach, Truro, Barnstable County Swimming N White Shark
274 2018.00 Unprovoked USA Texas Crystal Beach, Galveston County Spearfishing N Said Involve A Bull Shark
275 2018.00 Unprovoked USA North Carolina Bald Head Island, Brunswick County Standing N Said Involve A Blacktip Shark
276 2018.00 Unprovoked USA North Carolina Bald Head Island, Brunswick County Swimming/Standing N NaN
277 2018.00 Unprovoked EGYPT NaN Marsa Alam Snorkeling Y Tiger Shark
278 2018.00 Unprovoked USA Florida St Augustine, St Johns County Surfing N NaN
279 2018.00 Provoked CHINA Guizhou Province Shopping mall aquarium in Guiyang City Putting hand in shark tank N NaN
280 2018.00 Unprovoked USA New York Atlantique Beach, Fire Island, Suffolk County Boogie Boarding N Sandtiger Shark
281 2018.00 Unprovoked USA New York Sailors Haven, Fire Island, Suffolk County Wading N Sandtiger Shark
282 2018.00 Invalid USA Texas Galveston Surfing NaN NaN
283 2018.00 Invalid COLOMBIA San Andres and Providencia Archipelago Provencia Fishing NaN NaN
284 2018.00 Provoked USA California Trinidad Beach, Huboldt County Wading N Salon Shark Juvenile
285 2018.00 Under investigation USA Florida Playalinda Beach, Brevard County Surfing N NaN
286 2018.00 Unprovoked USA Florida Fernandina Beach, Nassau County Wading N NaN
287 2018.00 Unprovoked USA Florida Fernandina Beach, Nassau County Surfing N NaN
288 2018.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
289 2018.00 Unprovoked BAHAMAS The Exuma Cays Staniel Cay Floating N Nurse Shark
290 2018.00 Invalid USA Florida John Pennekamp Coral Reef State Park, Monroe C... Snorkeling N Injury Ost Likely Caused By Barracuda Not A Shark
291 2018.00 Unprovoked USA South Carolina Myrtle Beach Boogie boarding N NaN
292 2018.00 Watercraft USA California Oceanside, San Diego County Paddling N White Shark
293 2018.00 Provoked USA Florida Near the Bahia Honda Bridge, Monroe County Fishing N Nurse Shark
294 2018.00 Unprovoked USA Georgia St. Simon Island, Glynn County Standing N NaN
295 2018.00 Invalid USA Hawaii Habush, Oahu Surfing N NaN
296 2018.00 Unprovoked AUSTRALIA New South Wales Arrawarra Headland Surfing N Shark
297 2018.00 Provoked MEXICO Colima La Ticla Free diving N Tiger Shark
298 2018.00 Unprovoked AUSTRALIA New South Wales Flat Rock, Ballina Kite surfing N NaN
299 2018.00 Unprovoked BRAZIL Pernambuco Piedade Beach, Recife Swimming Y Tiger Shark
300 2018.00 Unprovoked EGYPT NaN Brothers Island Scuba Diving N Oceanic Whitetip Shark
301 2018.00 Provoked USA Florida Lighhouse Point Park, Ponce Inlet, Volusia County Fishing N Leon Shark
302 2018.00 Unprovoked USA Florida Cocoa Beach, Brevard County Walking N Bull Shark
303 2018.00 Unprovoked USA Florida Daytona Beach, Volusia County Standing N NaN
304 2018.00 Provoked AUSTRALIA Queensland Cairns Aquarium Feeding sharks N Grey Reef Shark
305 2018.00 Unprovoked USA South Carolina Isle of Palms, Charleston County Boogie boarding N NaN
306 2018.00 Unprovoked USA South Carolina Hilton Head Island, Beaufort County Swimming N NaN
307 2018.00 Invalid ENGLAND Cornwall Off Land's End Fishing N Invalid Incident
308 2018.00 Provoked AUSTRALIA Westerm Australia Dugong Bay Feeding sharks N Tawny Nurse Shark
309 2018.00 Unprovoked SOUTH AFRICA Eastern Cape Province Nahoon Beach, East London Surfing N NaN
310 2018.00 Questionable AUSTRALIA New South Wales Sharpes Beach, Ballina Surfing N Shark Involveent Not Confired
311 2018.00 Unprovoked THAILAND Hua Hin Sai Noi Beach Swimming N NaN
312 2018.00 Provoked USA Texas Galveston Bay Fishing N Sandtiger Shark
313 2018.00 Unprovoked COSTA RICA Cocos Island Manuelita Scuba diving N Tiger Shark
314 2018.00 Unprovoked AUSTRALIA Western Australia Gearys Beach Surfing N NaN
315 2018.00 Questionable AUSTRALIA New South Wales Lennox Head Surfing N Questionable
316 2018.00 Unprovoked AUSTRALIA Western Australia Surfers Point, Prevelly Surfing N Shark
317 2018.00 Unprovoked AUSTRALIA Western Australia South Point, Gracetown Surfing N White Shark
318 2018.00 Unprovoked MALDIVES Alifu Alifu Atoll Madoogali Fishing N Tiger Shark
319 2018.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach, Plettenberg Bay Surf-skiing N White Shark
320 2018.00 Unprovoked USA Hawaii Shipwreck’s Beach, Keoneloa Bay, Kauai Body boarding N Shark
321 2018.00 Unprovoked THAILAND Hua Hin Sai Noi Beach Swimming N Bull Shark
322 2018.00 Unprovoked BRAZIL Pernambuco Piedade Swimming NaN NaN
323 2018.00 Unprovoked AUSTRALIA Western Australia Lefthanders, Margaret River Area Surfing N NaN
324 2018.00 Unprovoked AUSTRALIA Western Australia Cobblestones, Margaret River Area Surfing N NaN
325 2018.00 Unprovoked BAHAMAS New Providence Nirvana Beach Surfing N Tiger Shark
326 2018.00 Invalid BRAZIL Alagoas Praia de Sauaçuhy, Maceió Fishing N Shark Involveent Not Confired
327 2018.00 Unprovoked NEW CALEDONIA NaN Magenta Beach, Noumea Foilboarding N Shark
328 2018.00 Unprovoked BAHAMAS NaN Bimini Swimming N Bull Shark
329 2018.00 Unprovoked SOUTH AFRICA Eastern Cape Province St. Francis Bay Surfing N White Shark
330 2018.00 Unprovoked USA Hawaii Kukio Beach Stand-Up Paddleboarding N Tiger Shark
331 2018.00 Unprovoked AUSTRALIA Western Australia Waterman's Bay Wading N Wobbegong Shark
332 2018.00 Unprovoked AUSTRALIA Victoria Lorne Swimming N Shark
333 2018.00 Unprovoked AUSTRALIA Victoria Winkipop Surfing N Shark
334 2018.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Durban Scuba Diving N Blacktip Shark
335 2018.00 Unprovoked AUSTRALIA New South Wales Little Congwong Beach, La Perouse Swimming N White Shark
336 2018.00 Provoked AUSTRALIA Victoria Westernport Bay Fishing N NaN
337 2018.00 Unprovoked AUSTRALIA New South Wales Surf Beach, Kiama Walking N Bull Shark
338 2018.00 Invalid AUSTRALIA Queensland Mooloolaba Beach Swimming N Wobbegong
339 2018.00 Invalid BRAZIL Boi Island, Victoria Espirito Santo Cleaning fish N Injury Believed Caused By An Eel Not A Shark
340 2018.00 Unprovoked ECUADOR Galapagos Islands Santa Fe Island Snorkeling N Galapagos Shark
341 2018.00 Invalid AUSTRALIA Western Australia Avalon Point, Manurah Spearfishing N Shark
342 2018.00 Unprovoked AUSTRALIA Western Australia Cone Bay NaN N Bull Shark
343 2018.00 Unprovoked NEW CALEDONIA NaN Nouville Spearfishing N Bull Shark
344 2018.00 Unprovoked AUSTRALIA Queensland Lizard Island Diving N Grey Reef Shark
345 2018.00 Unprovoked AUSTRALIA New South Wales Martin Islet Free diving N White Shark
346 2018.00 Unprovoked BRAZIL Fernando de Noronha Conceicao Beach Surfing N Sall Shark
347 2018.00 Unprovoked AUSTRALIA Western Australia South Point, Gracetown Surfing N Wobbegong Shark
348 2017.00 Unprovoked USA Hawaii Hultin's Beach, Oahu Surfing N Tiger Shark
349 2017.00 Unprovoked USA California Drakes Estero, Point Reyes, Marin County Surfing N NaN
350 2017.00 Provoked MALAYSIA Sepang Bagan Lalang Beach Fishing / Wading N Nurse Shark
351 2017.00 Unprovoked BAHAMAS NaN NaN Snorkeling N Nurse Shark
352 2017.00 Unprovoked COSTA RICA Cocos Island Manuelita Scuba Diving N Tiger Shark Feale
353 2017.00 Unprovoked COSTA RICA Cocos Island Manuelita Scuba diving Y Tiger Shark Feale
354 2017.00 Sea Disaster LIBYA NaN Gars Garabulli 2 boats capsized Y Soe Drowned But Other Ay Have Been Killed By B...
355 2017.00 Unprovoked USA California Stillwater Cove, Monterey County Spearfishing N White Shark
356 2017.00 Unprovoked USA Florida Floridana Beach, Brevard County Surfing N NaN
357 2017.00 Unprovoked NaN NaN NaN Surfing N NaN
358 2017.00 Unprovoked AUSTRALIA New South Wales Avoca Beach Surfing N Shark
359 2017.00 Unprovoked CUBA Holquin Province Guardalavaca Beach Night bathing Y Tiger Shark
360 2017.00 Unprovoked USA Hawaii Makaha Surfing N NaN
361 2017.00 Unprovoked AUSTRALIA Queensland Magnetic Island Snorkeling N Cookiecutter Shark
362 2017.00 Unprovoked AUSTRALIA New South Wales Birubi Point Surfing N Wobbegong Shark
363 2017.00 Unprovoked USA Hawaii White Plains Beach, Oahu Stand-Up Paddleboarding N NaN
364 2017.00 Unprovoked MAURITIUS Pamplemousses Le Goulet Swimming N NaN
365 2017.00 Unprovoked USA Florida Juno Beach, Palm Beach County Surfing N NaN
366 2017.00 Unprovoked USA Florida Ocean Reef Park, Singer Island, Palm Beach County Swimming N NaN
367 2017.00 Unprovoked AUSTRALIA South Australia Normanville Kayaking / Fishing N White Shark
368 2017.00 Watercraft NEW ZEALAND North Island Off Tapuna Beach, Auckand Kayaking N Shark
369 2017.00 Unprovoked USA Florida Lantana Beach, Palm Beach County Swimming N Spinner Shark
370 2017.00 Unprovoked USA Hawaii Davidsons Beach, Kekaha, Kauai Surfing N Tiger Shark
371 2017.00 Unprovoked USA Hawaii Kama‘ole Beach Park, Maui Snorkeling N Shark
372 2017.00 Invalid SOUTH AFRICA Western Cape Province Dyer Island Scuba Diving NaN NaN
373 2017.00 Unprovoked USA Florida Hanna Park, Jacksonville, Duval County Surfing N Shark
374 2017.00 Unprovoked AUSTRALIA Western Australia Gracetown Surfing N White Shark
375 2017.00 Invalid USA New York Rockaway Surfing NaN Questionable
376 2017.00 Unprovoked USA Florida Fort Worth Surfing N Shark
377 2017.00 Unprovoked USA Florida Palm Beach County Surfing N NaN
378 2017.00 Unprovoked SPAIN Canary Islands Gran Canaria Body surfing N Porbeagle
379 2017.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N NaN
380 2017.00 Invalid SOUTH AFRICA Western Cape Province Hawston Scuba Diving NaN NaN
381 2017.00 NaN SAMOA Upolu Island Nofoali’i Fishing N NaN
382 2017.00 Watercraft AUSTRALIA Westerm Australia Esperance Fishing N White Shark
383 2017.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N Shark
384 2017.00 Unprovoked AUSTRALIA Westerm Australia Sam's Creek area Swimming N NaN
385 2017.00 Unprovoked AUSTRALIA New South Wales Iluka Beach Surfing N White Shark
386 2017.00 Unprovoked SOLOMON ISLANDS NaN Owarigi Island Spearfishing N NaN
387 2017.00 Unprovoked SOUTH AFRICA Western Cape Province Dyer Island Swimming, poaching abalone Y NaN
388 2017.00 Unprovoked JAPAN Shizuoka Prefecture Iwata City Surfing N NaN
389 2017.00 Unprovoked USA Florida Marathon, Monroe County Swimming N Nurse Shark
390 2017.00 Unprovoked USA Texas South Padre Island, Cameron County Swimming N NaN
391 2017.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
392 2017.00 Unprovoked AUSTRALIA Victoria Cathedral Rock Surfing N White Shark
393 2017.00 Unprovoked USA Florida Bathtub Beach Wading N NaN
394 2017.00 Invalid SPAIN Castellón Grao de Moncofa Swimming NaN Shark Involveent Questionable
395 2017.00 Watercraft NEW ZEALAND North Island Off Tutukaka Canoeing N NaN
396 2017.00 Unprovoked USA Massachusetts Marconi Beach, Wellfleet, Barnstable County SUP N White Shark
397 2017.00 Unprovoked BAHAMAS NaN NaN Spearfishing N Shark
398 2017.00 Unprovoked USA South Carolina Sea Pines Resort, Hilton Head Island, Beaufort... Swimming N Juvenile Blacktip Shark
399 2017.00 Unprovoked EGYPT Red Sea Protectorate Marsa Ghalib Snorkeling N Oceanic Whitetip Shark
400 2017.00 Provoked USA Massachusetts Menauhant Beach, Falmouth,\nBarnstable County Fishing N Shark
401 2017.00 Watercraft USA California Between Pescadero Point & Bean Hollow Beach, S... Fishing N White Shark
402 2017.00 Unprovoked USA Florida Jacksonvlle, Duval County Skimboarding N NaN
403 2017.00 Invalid USA South Carolina Hilton Head Island, Beaufort County Swimming NaN A Sall Shark
404 2017.00 Unprovoked USA South Carolina DeBordieu Colony, Georgetown County NaN N NaN
405 2017.00 Unprovoked BAHAMAS New Providence District Rose Island Snorkeling N NaN
406 2017.00 Unprovoked BAHAMAS 40 miles off Grand Bahama Island NaN Spearfishing N NaN
407 2017.00 Unprovoked ST HELENA, British overseas territory Ascension Island English Bay Surfing N NaN
408 2017.00 Unprovoked USA New Jersey Ventnor NaN N Sandtiger Shark
409 2017.00 Unprovoked SPAIN Majorca Estanys Beach, Colonia de Sant Swimming N Blue Shark
410 2017.00 Unprovoked USA Florida Snipes Point, Monroe County NaN N A Sall Shark
411 2017.00 Invalid USA South Carolina Hilton Head Island, Beaufort County Swimming NaN Shark Involveent Not Confired
412 2017.00 Watercraft USA California Stearns Wharf, Santa Barbara Kayaking N White Shark
413 2017.00 Unprovoked USA California Seal Rock, Goleta Beach, Santa Barbara SUP N White Shark
414 2017.00 Unprovoked USA Washington South Beach, Westport, Grays Harbor County Surfing N White Shark
415 2017.00 Unprovoked AUSTRALIA Western Australia Floreat Beach Surfing N NaN
416 2017.00 Watercraft USA California Santa Cruz, Santa Cruz County Kayaking N White Shark
417 2017.00 Unprovoked USA Florida Haulover Beach, Miami-Dade County Swimming N Bull Shark
418 2017.00 Provoked MEXICO Tabasco Sánchez Magallanes, Cárdenas Fishing N Tiger Shark
419 2017.00 Unprovoked SOUTH AFRICA Eastern Cape Province Nahoon Reef, East London Surfing N White Shark
420 2017.00 Invalid COMOROS Anjouan Moya Fishing NaN Shark Involveent Prior Death Not Confired
421 2017.00 Invalid USA South Carolina Wrightsville Beach Fishing NaN No Shark Invovleent
422 2017.00 Unprovoked USA South Carolina South Forest Beach, Hilton Head Island, Beaufo... Swimming N NaN
423 2017.00 Unprovoked USA Florida Singer Island, Palm Beach County Surfing N NaN
424 2017.00 Unprovoked USA South Carolina Burkes Beach, Hilton Head, Beaufort County Swimming N Bull Shark
425 2017.00 Unprovoked REUNION NaN Roches Noire Body boarding N Bull Shark
426 2017.00 Unprovoked SPAIN Ibiza Island Playa d’en Bossa Swimming N NaN
427 2017.00 Unprovoked FRENCH POLYNESIA Marquesas Atuona Bay, Hiva Oa Island Surfing N NaN
428 2017.00 Unprovoked BAHAMAS NaN NaN Feeding sharks N NaN
429 2017.00 Unprovoked AUSTRALIA Western Australia Point Casuarina, Bunbury Body boarding N White Shark
430 2017.00 Unprovoked AUSTRALIA Victoria Flinders, Mornington Penisula Surfing N Sevengill Shark
431 2017.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N NaN
432 2017.00 Unprovoked UNITED KINGDOM South Devon Bantham Beach Surfing N Shark Probably A Sooth Hound
433 2017.00 Unprovoked USA Florida Middle Sambo Reef off Boca Chica, Monroe County Spearfishing N Shark
434 2017.00 Unprovoked BAHAMAS New Providence Athol Island Snorkeling N Tiger Shark
435 2017.00 Provoked USA South Carolina Awendaw, Charleston County Touching a shark N Shark
436 2017.00 Unprovoked USA Florida Off Jupiter Feeding sharks N Tiger Shark
437 2017.00 Invalid AUSTRALIA New South Wales Evans Head Fishing N NaN
438 2017.00 Unprovoked UNITED ARAB EMIRATES Sharjah, Khor Fakkan Spearfishing N NaN
439 2017.00 Provoked AUSTRALIA Queensland Weipa Attempting to lasso a shark N Shark
440 2017.00 Unprovoked MEXICO Baja California Sur Los Arbolitos, Cabo Pulmo Snorkeling Y NaN
441 2017.00 Invalid USA California Sunset Beach, Orange County Surfing NaN Shark Involveent Highly Doubtful
442 2017.00 Unprovoked USA California San Onofre, San Diego County Swimming N NaN
443 2017.00 Unprovoked SOUTH AFRICA Western Cape Province Keurbooms, Plettenberg Bay Surfing N NaN
444 2017.00 Unprovoked USA South Carolina Folly Beach, Charleston County Surfing N NaN
445 2017.00 Unprovoked REUNION Saint-Leu Pointe au Sal Body boarding Y NaN
446 2017.00 Unprovoked NEW ZEALAND South Island Porpoise Bay, Catlins Body boarding N NaN
447 2017.00 Invalid USA Florida NaN Photo shoot NaN No Shark Invovleent It Ws A Publicity Stunt
448 2017.00 Unprovoked ST HELENA, British overseas territory Ascension Island English Bay Snorkeling N NaN
449 2017.00 Invalid USA South Carolina Georgetown County Swimming NaN Shark Involveent Not Confired
450 2017.00 Unprovoked USA Florida Daytona Beach, Volusia County NaN N NaN
451 2017.00 Unprovoked AUSTRALIA Western Australia Kelpies near Wylie Bay Surfing Y White Shark
452 2017.00 Unprovoked USA Hawaii Kekaha Beach, Kauai Surfing N Tiger Shark
453 2017.00 Unprovoked USA Florida Hanna Park, Jacksonville, Duval County Surfing N NaN
454 2017.00 Unprovoked USA Florida St. Augustine Surfing N NaN
455 2017.00 Invalid SOUTH AFRICA KwaZulu-Natal Protea Banks Scuba Diving NaN Shark Involveent Prior Death Not Confired
456 2017.00 Unprovoked USA Florida Ormond Beach, Volusia County Surfing N NaN
457 2017.00 Unprovoked USA Florida Melbourne Beach, Brevard County Paddle boarding N NaN
458 2017.00 Unprovoked USA Florida Melbourne Beach, Brevard County Swimming N NaN
459 2017.00 Unprovoked USA Florida Daytona, Volusia County Swimming N NaN
460 2017.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Swimming N NaN
461 2017.00 Unprovoked AUSTRALIA Queensland Moreton Bay Kakaying N NaN
462 2017.00 Unprovoked USA Florida Destin, Okaloosa County Swimming N Bull Shark
463 2017.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
464 2017.00 Unprovoked AUSTRALIA New South Wales The Farm Body boarding N NaN
465 2017.00 Watercraft USA California Monterey Bay Kayaking N White Shark
466 2017.00 Unprovoked PHILIPPINES Luzon Island Villamar, Caoayan Spearfishing N Shark
467 2017.00 Unprovoked BAHAMAS The Exuma Cays Great Exuma Washing hands N Leon Shark
468 2017.00 Provoked MEXICO Tamaulipas Playa Baghdad, Matamoros Fishing N NaN
469 2017.00 Unprovoked BAHAMAS The Exuma Cays Compass Cay Floating N Nurse Shark
470 2017.00 Unprovoked AUSTRALIA Western Australia Mauds Point Snorkeling N Bull Shark
471 2017.00 Unprovoked AUSTRALIA Western Australia Falcon Bay Beach, Mandurah Surfing N NaN
472 2017.00 Unprovoked REUNION Saint-Andre NaN Body boarding Y NaN
473 2017.00 Unprovoked AUSTRALIA Queensland Eva Rock Spearfishing N NaN
474 2017.00 Unprovoked USA Florida Melbourne Beach, Brevard County Swimming N NaN
475 2017.00 Provoked BRAZIL Pernambuco Fernando de Noronha Marine Park Grabbing shark for a selfie N Leon Shark Pup
476 2017.00 Watercraft SOUTH AFRICA KwaZulu-Natal Eastmoor Crescent Beach Fishing N Tiger Shark
477 2017.00 Watercraft USA South Carolina 16 miles off Hilton Head Fishing N White Shark Feale
478 2017.00 Unprovoked BAHAMAS Bimini NaN Scuba Diving N Caribbean Reef Shark
479 2017.00 Unprovoked BRAZIL Pernambuco Boa Viagem, Recife Swimming N NaN
480 2017.00 Unprovoked USA Florida Vero Beach, Indian River County NaN N NaN
481 2017.00 Unprovoked AUSTRALIA Queensland Boot Reef, Torres Strait Scuba Diving N Bull Shark
482 2017.00 Unprovoked AUSTRALIA Queensland Clairview Swimming N NaN
483 2017.00 Unprovoked USA Florida Jensen Beach NaN N NaN
484 2017.00 Unprovoked INDONESIA Bali Balian Beach Surfing N Bull Shark
486 2017.00 Unprovoked USA Florida Blockhouse Beach, Brevard County Wading N NaN
487 2017.00 Invalid AUSTRALIA New South Wales Merimbula Wading NaN Shark Involveent Not Confired
488 2016.00 Unprovoked USA Florida Avalon State Park Beach, North Hutchinson Isla... Surfing N NaN
489 2016.00 Unprovoked AUSTRALIA Western Australia Bundegi Sanctuary Zone, Ningaloo Snorkeling N A Sall Shark
490 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Keurbooms Lagoon, Plettenberg Bay Surf skiing N White Shark
491 2016.00 Unprovoked AUSTRALIA Western Australia Trigg Beach Free diving N NaN
492 2016.00 Unprovoked FRENCH POLYNESIA Tuamotos Takapoto Atoll Fishing N NaN
493 2016.00 Invalid USA Florida New Smyrna Beach, Volusia County Surfing NaN Shark Involveent Not Confired
494 2016.00 Provoked AUSTRALIA New South Wales Merimbula Surf fishing N Wobbegong Shark
495 2016.00 Unprovoked AUSTRALIA New South Wales Booti Booti National Park Surfing N White Shark
496 2016.00 Provoked AUSTRALIA Victoria Queenscliff Fishing N Broadnose Sevengill Shark
497 2016.00 Unprovoked USA Hawaii Kamaole Beach Park I, Maui Floating N Tiger Shark
498 2016.00 Unprovoked USA Florida Mayport Naval Station Beach, Duval County Surfing N NaN
499 2016.00 Unprovoked USA Florida Mayport Naval Station Duval County Surfing N NaN
500 2016.00 Unprovoked AUSTRALIA New South Wales Broken Head Beach Surfing N NaN
501 2016.00 Unprovoked USA Hawaii Hooipa Beach Park, Maui Surfing N Shark
502 2016.00 Unprovoked AUSTRALIA Queensland Kings Beach, Caloundra Surfing N NaN
503 2016.00 Unprovoked USA Hawaii Charlie Young Beach, Kihei, Maui Snorkeling N NaN
504 2016.00 Invalid MEXICO NaN Guadalupe Island Cage Diving NaN White Shark
505 2016.00 Unprovoked AUSTRALIA New South Wales Sharpes Beach, Ballina Surfing N NaN
506 2016.00 Unprovoked USA Oregon Indian Beach, Ecola State Park, Clatsop County Surfing N NaN
507 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
508 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfng N NaN
509 2016.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach, Ballina Surfing N White Shark
510 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
511 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
512 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
513 2016.00 Unprovoked USA California Bunkers, Humboldt Bay, Eureka, Humboldt County Surfing N NaN
514 2016.00 Unprovoked AUSTRALIA Victoria Thirteenth Beach Surfing N NaN
515 2016.00 Unprovoked AUSTRALIA Victoria Bells Beach Surfing N Shark
516 2016.00 Watercraft AUSTRALIA Western Australia Bunbury Fishing N NaN
517 2016.00 Unprovoked USA Florida Ponte Vedra, St. Johns County Wading N Shark
518 2016.00 Unprovoked USA Hawaii Makaha, Oahu Swimming N Tiger Shark
519 2016.00 Unprovoked NEW CALEDONIA North Province Koumac Kite surfing Y NaN
520 2016.00 Unprovoked USA South Carolina Kingston Plantation, Myrtle Beach, Horry County Boogie boarding N NaN
521 2016.00 Unprovoked AUSTRALIA Western Australia Injidup Surfing N NaN
522 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Body boarding N NaN
523 2016.00 Unprovoked USA California Refugio State Beach, Santa Barbara County Spearfishing N White Shark
524 2016.00 Invalid MEXICO NaN Guadalupe Island Cage Diving NaN Invalid
525 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Bull Shark
526 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
527 2016.00 Unprovoked REUNION NaN Boucan Canot Surfing N Bull Shark
528 2016.00 Unprovoked USA Florida Ponte Vedra, St. Johns County Wading N NaN
529 2016.00 Unprovoked BAHAMAS New Providence Island Nassau Snorkeling N NaN
530 2016.00 Unprovoked USA Hawaii Maui SUP Foil boarding N Tiger Shark
531 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Blacktip Shark
532 2016.00 Unprovoked SPAIN Alicante Province Arenales del Sol Swimming N Blue Shark
533 2016.00 Unprovoked CHINA Hong Kong NaN Swimming N NaN
534 2016.00 Watercraft AUSTRALIA Western Australia Near Albany NaN N White Shark
535 2016.00 Provoked USA Florida Florida Keys, Monroe County Lobstering N Nurse Shark
536 2016.00 Unprovoked AUSTRALIA New South Wales Sharpes Beach, Ballina Surfing N NaN
537 2016.00 Unprovoked JAPAN Kochi Prefecture Irino Beach Surfing N NaN
538 2016.00 Unprovoked AUSTRALIA Tasmania Clifton Beach Surfing N NaN
539 2016.00 Unprovoked BAHAMAS Abaco Islands Green Turtle Cay Spearfishing N Bull Shark
540 2016.00 Provoked AUSTRALIA Queensland 20 k off The Spit, off the Gold Coast Fishing N Reef Shark
541 2016.00 Watercraft USA Alabama 8 miles off Mobile Fishing N Tiger Shark
542 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
543 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County NaN N NaN
544 2016.00 Unprovoked USA California Surfside, Orange County Kite surfing N White Shark
545 2016.00 Unprovoked USA South Carolina North Myrtle Beach, Horry County Swimming N NaN
546 2016.00 Unprovoked BAHAMAS NaN Tiger Beach Scuba Diving N Leon Shark
547 2016.00 Unprovoked SPAIN Canary Islands Las Teresitas, Tenerife Wading N Angel Shark
548 2016.00 Watercraft USA California Capitola, Santa Cruz County Fishing N White Shark
549 2016.00 Provoked USA Massachusetts Off Gloucester, Essec County Fishing N Dogfish Shark
550 2016.00 Watercraft USA California Off Palos Verdes peninsula, Los Angeles County Fishing N White Shark
551 2016.00 Unprovoked USA Florida Melbourne Beach, Brevard County Swimming N NaN
552 2016.00 Provoked AUSTRALIA Queensland Palm Cove Fishing N Tawny Nurse Shark
553 2016.00 Unprovoked USA South Carolina Sullivan's Island NaN N Shark
554 2016.00 Unprovoked USA North Carolina Atlantic Beach, Emerald Isle, Carteret County Surfing N NaN
555 2016.00 Unprovoked COLUMBIA Isla Providencia NaN Scuba Diving N Caribbean Reef Shark
556 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Ryspunt Spearfishing N White Shark
557 2016.00 Unprovoked USA South Carolina North Myrtle Beach, Horry County Floating N Shark
558 2016.00 Unprovoked USA Florida Pelican Beach Park, Satellite Beach, Brevard C... Wading N NaN
559 2016.00 Unprovoked USA Hawaii Kalapaki Beach, Kauai Surfing N Shark
560 2016.00 Provoked AUSTRALIA Western Australia Coral Bay Spearfishing N Shark
561 2016.00 Unprovoked USA Texas Pirates Beach, Galveston Floating in tube N Shark
562 2016.00 Unprovoked USA North Carolina Atlantic Beach, Emerald Isle, Carteret County Standing N Shark
563 2016.00 Invalid USA South Carolina Folly Beach, Charleston County Surfing NaN Said Involve An Shark But Ore Likely Daage C...
564 2016.00 Unprovoked USA Florida Flagler Beach, Flagler County Swimming N NaN
565 2016.00 Unprovoked AUSTRALIA Western Australia Mindarie Diving Y Shark
566 2016.00 Unprovoked EGYPT Suez Ain Sokhna Swimming N Mako Shark
567 2016.00 Unprovoked AUSTRALIA New South Wales Kingscliff Spearfishing NaN Bronze Whaler Sharks
568 2016.00 Unprovoked NEW CALEDONIA NaN Côte-Blanche, Nouméa Kite surfing N Shark
569 2016.00 Unprovoked AUSTRALIA Western Australia Falcon Beach, Mandurah Surfing Y White Shark
570 2016.00 Unprovoked USA California Corona Del Mar, Newport, Orange County Swimming N NaN
571 2016.00 Unprovoked USA Florida Neptune, Duval County Swimming N Shark
572 2016.00 Unprovoked USA Florida Vero Beach, Indian River County Swimming N NaN
573 2016.00 Unprovoked USA Florida St. Petersburg, Pinellas County Swimming N Bull Shark
574 2016.00 Unprovoked USA Florida Hugenot Beach , Jacksonville, Duval County Swimming N NaN
575 2016.00 Unprovoked USA Florida Ponte Vedra, St. Johns County Swimming N Blacktip Shark
576 2016.00 Provoked USA Florida Boca Raton, Palm Beach County Teasing a shark N Nurse Shark
577 2016.00 Unprovoked USA Hawaii Wailea Beach, Maui Floating N NaN
578 2016.00 Provoked NEW ZEALAND North Island Cormandel Fishing N Mako Shark
579 2016.00 Unprovoked USA Louisiana NaN Wading N Blacktip Shark Juvenile
580 2016.00 Unprovoked INDONESIA Bali Balian Surfing N Bull Shark
581 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
582 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach, Plettenberg Bay Surf-skiing N White Shark
583 2016.00 Unprovoked AUSTRALIA New South Wales First Sun Beach, Byron Bay Swimming N Wobbegong Shark
584 2016.00 Provoked FRENCH POLYNESIA Tuamotos Makemo Atoll Spearfishing M Grey Reef Shark
585 2016.00 Provoked FRENCH POLYNESIA Tuamotos Makemo Atoll Spearfishing N Grey Reef Shark
586 2016.00 Unprovoked USA Florida Off Singer Island, Palm Beach County Spearfishing N Bull Shark
587 2016.00 Unprovoked NEW CALEDONIA Grand Terre Poe Beach Walking Y Tiger Shark
588 2016.00 Invalid CAPE VERDE Boa Vista Island NaN NaN NaN Shark Involveent Not Confired
589 2016.00 Unprovoked USA Florida Florida Keys, Monroe County Fishing N Shark
590 2016.00 Invalid USA Florida Corners Beach, Jupiter, Palm Beach County SUP NaN NaN
591 2016.00 Unprovoked USA Hawaii Olowalu, Maui Snorkeling N NaN
592 2016.00 Unprovoked AUSTRALIA New South Wales Bombo Beach Surfing N NaN
593 2016.00 Unprovoked USA Florida Fort Myers Beach, Lee County NaN NaN Shark Involveent Not Confired
594 2016.00 Unprovoked AUSTRALIA New South Wales North Cronulla Beach Surfing N NaN
595 2016.00 Provoked BAHAMAS NaN NaN NaN N Nurse Shark Ft
596 2016.00 Invalid USA California Bolsa Chica State Park, Orange County Surfing NaN Shark Involveent Not Confired
597 2016.00 Unprovoked USA Florida Vero Beach, St. Lucie County Body surfing N NaN
598 2016.00 Unprovoked Fiji Vanua Levu Dawara Diving for beche-de-mer Y NaN
599 2016.00 Unprovoked USA Florida Ocean Reef Park, Singer Island, Palm Beach County NaN N NaN
600 2016.00 Unprovoked AUSTRALIA South Australia Wrights Bay Fishing N Bronze Whaler
601 2016.00 Unprovoked BRAZIL Santa Catarina State Escalerio Beach Balneário Camboriú Swimming N Sandtiger Shark
602 2016.00 Unprovoked NEW CALEDONIA South Province Ricaudy Reef, Noumea Kite surfing N NaN
603 2016.00 Unprovoked NEW CALEDONIA South Province Yate Spearfishing N NaN
604 2016.00 Unprovoked DOMINICAN REPUBLIC Altagracia Province Bavaro Beach, Punta Cana Wading N NaN
605 2016.00 Invalid CAYMAN ISLANDS Grand Cayman Stingray City Bar Feeding stingrays? NaN No Shark Involveent
606 2016.00 Invalid AUSTRALIA Tasmania Nettley Bay Surfing NaN No Shark Involveent
607 2016.00 Unprovoked AUSTRALIA Queensland Stradbroke Island Walking N NaN
608 2016.00 Unprovoked AUSTRALIA New South Wales Hams Beach Windsurfing N NaN
609 2016.00 Unprovoked BRAZIL Balneário Camboriú Estaleirinho beach Swimming N Sandtiger Shark
610 2016.00 Watercraft SOUTH AFRICA KwaZulu-Natal NaN Fishing N NaN
611 2016.00 Unprovoked USA Hawaii Hanalei Bay, Kauai Surfing N Reef Shark
612 2016.00 Unprovoked USA Hawaii Hanalei Bay, Kauai, Surfing N NaN
613 2016.00 Unprovoked USA Texas Off Surfside Spearfishing N Bull Sharks
614 2016.00 Watercraft UNITED ARAB EMIRATES Fujairah Emirate 35 miles off Fujairah Fishing N Mako Shark
615 2016.00 Unprovoked USA Hawaii Wailea Beach, Maui Paddle boarding N Tiger Shark
616 2016.00 Unprovoked AUSTRALIA Queensland Happy Valley Beach, Caloundra Surfing N Wobbegong Shark
617 2016.00 Unprovoked AUSTRALIA Queensland Heron Island Wading N Blacktip Shark
618 2016.00 Unprovoked AUSTRALIA Queensland Miall Island Spearfishing N Shark
619 2015.00 Watercraft SOUTH AFRICA KwaZulu-Natal Westbrook Beach Fishing N White Shark
620 2015.00 Unprovoked SPAIN Grand Canary Island Arinaga Beach, Aguimes, Gran Canaria Swimming N Silky Shark
621 2015.00 Unprovoked USA Hawaii La'aloa Beach Park Paddle boarding N Shark
622 2015.00 Unprovoked AUSTRALIA New South Wales Bondi Beach Surfing N Bronze Whaler Shark
623 2015.00 Unprovoked BRAZIL Pernambuco Fernano de Noronha Scuba diving N Tiger Shark
624 2015.00 Unprovoked ARUBA NaN Boat capsized Sea disaster Y NaN
625 2015.00 Watercraft AUSTRALIA New South Wales Lake Macquarie Fishing N White Shark
626 2015.00 Unprovoked BAHAMAS NaN Off Andros Island Lobster fishing N Bull Shark
627 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Mpande Swimming / Wading N NaN
628 2015.00 Unprovoked ECUADOR Galapagos Islands Punta Vicente Roca, Isabella Island Snorkeling N Galapagos Shark
629 2015.00 Unprovoked USA Florida Playalinda Beach, Brevard County Surfing N NaN
630 2015.00 Unprovoked USA Florida Palm Beach, Palm Beach County Swimming N NaN
631 2015.00 Unprovoked USA Florida Ocean Reef Park, Singer Island, Palm Beach County Surfing N Spinner Shark
632 2015.00 Unprovoked AUSTRALIA New South Wales East Ballina Surfing N Bull Shark
633 2015.00 Invalid USA Florida Paradise Beach, Melbourne, Brevard County Surfing NaN Shark Involveent Not Confired
634 2015.00 Unprovoked USA Hawaii Kehena Beach, Hawaii Swimming N NaN
635 2015.00 Unprovoked USA Florida Cocoa Beach, Brevard County Wading N Shark
636 2015.00 Unprovoked MOZAMBIQUE Inhambane Province Maxixe Fishing N NaN
637 2015.00 Unprovoked AUSTRALIA Western Australia Bald Island Spearfishing N NaN
638 2015.00 Unprovoked USA Hawaii Malaka, Oahu Body boarding N NaN
639 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Stil Bay Surfing N White Shark
640 2015.00 Unprovoked USA Florida Playalinda Beach, Brevard County Surfing N Shark
641 2015.00 Unprovoked USA Florida Deerfield Beach, Broward County Surfing N Spinner Shark
642 2015.00 Unprovoked MOZAMBIQUE Inhambane Province Nahaduga, Inhambane Bay Fishing for shrimp Y NaN
643 2015.00 Invalid USA Hawaii Waikiki, Surfing NaN No Shark Involveent
644 2015.00 Unprovoked USA Hawaii Lanikai Beach, Kailua, Oahu Swimming N Tiger Shark
645 2015.00 Watercraft USA California Off Leffingwell Landing, San Luis Obispo County Fishing N Haerhead Sp
646 2015.00 Unprovoked USA South Carolina Shipyard Beach Club, Hilton Head Island, Beauf... Boogie boarding N NaN
647 2015.00 Unprovoked USA Hawaii Leftovers, Oahu Surfing N Tiger Shark
648 2015.00 Unprovoked MOZAMBIQUE Inhambane Province Maxixe, Inhambane Bay Fishing N NaN
649 2015.00 Unprovoked AUSTRALIA Western Australia Pyramids Beach Surfing N NaN
650 2015.00 Unprovoked USA Florida Pepper Park Beach, St. Lucie County Body boarding N NaN
651 2015.00 Unprovoked USA Texas Galveston Wading N Shark
652 2015.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Blacktip Shark
653 2015.00 Unprovoked USA Florida Vilano Beach, St. Johns County Surfing N Blacktip Shark
654 2015.00 Unprovoked AUSTRALIA Queensland Russel Island, Frankland Group Snorkeling N NaN
655 2015.00 Watercraft USA California Horseshoe Rock, Santa Barbara County Kayak fishing N White Shark
656 2015.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Juvenile Shark
657 2015.00 Unprovoked USA Hawaii Upolu Point, North Kohala, Big Island Spearfishing N Tiger Shark
658 2015.00 Unprovoked USA Florida Fernandina Beach, Amelia Island, Nassau County Wading N Shark
659 2015.00 Unprovoked USA Florida Vilano Beach, St. Johns County Photographing fish N NaN
660 2015.00 Watercraft USA California Gaviota State Beach, Santa Barbara County Kayak Fishing N Haerhead Shark
661 2015.00 Unprovoked USA Florida Big Talbot Island, Duval County Swimming N NaN
662 2015.00 Unprovoked USA Florida Jacksonville Beach, Duval County Surfing N NaN
663 2015.00 Unprovoked AUSTRALIA New South Wales North Shelly Beach Surfing N Shark
664 2015.00 Unprovoked USA California El Pescador Beach, Los Angeles County Stand-Up Paddleboarding N White Shark
665 2015.00 Provoked USA California Deer Creek Beach, Ventura County Kayak Fishing N Haerhead Shark
666 2015.00 Unprovoked AUSTRALIA New South Wales Hallidays Point Surf-skiing N White Shark
667 2015.00 Unprovoked USA South Carolina Myrtle Beach, Horry County NaN N Shark
668 2015.00 Unprovoked THAILAND Phuket Karon Beach Wading N Sall Shark
669 2015.00 Unprovoked FIJI NaN NaN Spearfishing N Tiger Shark
670 2015.00 Unprovoked USA California Morro Strand State Beach, San Luis Obispo County Surfing N White Shark
671 2015.00 Unprovoked USA California Morro Bay, San Luis Obispo County Surfing N White Shark
672 2015.00 Invalid USA Florida Cocoa Beach, Brevard County NaN NaN Shark Involveent Not Confired
673 2015.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach Surfing N NaN
674 2015.00 Unprovoked USA South Carolina Murrells Inlet, Georgetown County Surfing N Shark
675 2015.00 Unprovoked USA Florida Jacksonville Beach, Duval County Walking N Shark
676 2015.00 Watercraft USA California Santa Barbara County Kayak Fishing N White Shark
677 2015.00 Invalid SPAIN Alicante Poniente Beach, Benidorm Swimming NaN Shark Involveent Not Confired
678 2015.00 Provoked USA California Cortes Bank Spearfishing N Haerhead Shark
679 2015.00 Unprovoked AUSTRALIA New South Wales Evans Head Surfing N White Shark
680 2015.00 Unprovoked COSTA RICA Guanacaste Playa Grande Surfing N NaN
681 2015.00 NaN AUSTRALIA Victoria Tyrendarra Beach Surfing NaN NaN
682 2015.00 Unprovoked USA Florida Daytona Beach, Volusia County Surfing N Blacktip Or Spinner Shark
683 2015.00 Invalid USA South Carolina Edisto Beach, Colleton County Floating NaN Thought Involve A Shark But Shark Involvee...
684 2015.00 Unprovoked AUSTRALIA Tasmania Lachan Island, Mercury Passage Scallop diving on hookah Y White Shark
685 2015.00 Provoked USA California La Jolla, San Diego County Kayak Fishing N Mako Shark
686 2015.00 Unprovoked AUSTRALIA Victoria Tyrendarra Beach near Portland Surfing N Bronze Whaler Shark
687 2015.00 Unprovoked REUNION NaN St. Leu Surfing N Bull Shark
688 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Jeffrey's Bay Surfing N White Shark
689 2015.00 Unprovoked USA California Huntington Beach, Orange County Surfing N White Shark
690 2015.00 Invalid USA California Huntington Beach, Orange County Treading water NaN Shark Involveent Not Cofired
691 2015.00 Invalid FRENCH POLYNESIA Bora Bora NaN Swimming NaN No Shark Involveent
692 2015.00 Unprovoked BAHAMAS Grand Bahama Island Port Lucaya, Freeport Spearfishing N Shark
693 2015.00 Unprovoked USA North Carolina Off Surf City, Pender County NaN N NaN
694 2015.00 Unprovoked AUSTRALIA New South Wales Lennox Head Surfing N White Shark
695 2015.00 Unprovoked AUSTRALIA New South Wales East Ballina Body boarding N White Shark
696 2015.00 Unprovoked USA North Carolina Ocracoke, Lifeguard Beach, National Park Servi... Swimming N Shark
697 2015.00 Unprovoked AUSTRALIA New South Wales Flat Rock, Yamba Surfing N NaN
698 2015.00 Unprovoked USA South Carolina Isle of Palms County Park, Isle of Palms, Char... Playing in the water N Shark
699 2015.00 Unprovoked USA North Carolina Rodanthe, Dare County Swimming N Bull Shark
700 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Buffels Bay near Knysna Body Boarding N White Shark
701 2015.00 Invalid USA Florida Jacksonville Beach, Duval County Swimming NaN Shark Involveent Not Confired
702 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Lookout Beach, Plettenberg Bay Surfing N White Shark
703 2015.00 Unprovoked USA South Carolina South Beach, Hunting Island State Park, Beaufo... Standing N Shark
704 2015.00 Provoked AUSTRALIA Western Australia Rottnest Island Swimming N Wobbegong Shark
705 2015.00 Unprovoked USA North Carolina Avon, Hatteras Island, Outer Banks, Dare County Body surfing? N NaN
706 2015.00 Unprovoked USA North Carolina Surf City Swimming N Sandtiger Shark
707 2015.00 Invalid AUSTRALIA Western Australia Denmark Surfing N White Shark
708 2015.00 Unprovoked USA South Carolina St. Helena Island, Beaufort County Standing N Sall Shark
709 2015.00 Unprovoked PUERTO RICO NaN Off Cabo Rojo Spearfishing N NaN
710 2015.00 Unprovoked USA Florida Daytona Beach Shores Swimming N NaN
711 2015.00 Unprovoked USA North Carolina Oak Island, Brunswick County Wading N Bull Shark
712 2015.00 Unprovoked USA North Carolina Oak Island, Brunswick County Wading N Bull Shark
713 2015.00 Unprovoked USA California Off San Diego NaN N Mako Shark
714 2015.00 Unprovoked USA North Carolina Ocean Isle, Brunswick County Boogie boarding N Shark
715 2015.00 Unprovoked USA Florida Lori Wilson Park, Cocoa Beach, Brevard County Playing N Bull Shark
716 2015.00 Unprovoked USA Florida Fort Lauderdale Attempting to rescue a shark N Sall Nurse Shark
717 2015.00 Unprovoked REUNION Le Port Folette Surfing N Bull Shark
718 2015.00 Unprovoked USA Florida Cocoa Beach, Brevard County Standing N NaN
719 2015.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Wading N NaN
720 2015.00 Unprovoked FRENCH POLYNESIA Rangiroa Avatoru Pass Spearfishing N Shark
721 2015.00 Unprovoked USA Florida Cocoa Beach, Brevard County Swimming N NaN
722 2015.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
723 2015.00 Unprovoked USA South Carolina Sullivan's Island NaN N Shark
724 2015.00 Unprovoked NEW CALEDONIA NaN Kouare Snorkeling Y Bull Shark
725 2015.00 Unprovoked USA Florida Cocoa Beach, Brevard County Swimming N NaN
726 2015.00 Unprovoked AUSTRALIA New South Wales Saltwater Beach Surfing N White Shark
727 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Port St. John's Diving N White Shark
728 2015.00 Unprovoked USA Hawaii Kanahena Cove Snorkeling Y NaN
729 2015.00 Unprovoked USA Florida Resident's Beach, Marco Island Wading N Foot Shark
730 2015.00 Unprovoked AUSTRALIA South Australia Fishery Bay Surfing N White Shark
731 2015.00 Unprovoked AUSTRALIA New South Wales Belongil Beach, Byron Bay Surf skiing N White Shark
732 2015.00 Unprovoked USA Florida Florida Keys, Monroe County Photographing the shark N Blue Shark
733 2015.00 Unprovoked REUNION Saint-Gilles-les-Bains Cap Homard Surfing Y Bull Shark
734 2015.00 Unprovoked AUSTRALIA New South Wales McKenzies Beach Paddle boarding N NaN
735 2015.00 Unprovoked USA Florida 3 miles off Jupiter, Palm Beach County Spearfishing N Bull Shark
736 2015.00 Invalid ITALY Sardinia NaN Diving NaN Shark Involveent Not Cofired
737 2015.00 Invalid BRAZIL Pernambuco Praia del Chifre, Olinda Surfing NaN No Shark Involveent
738 2015.00 Watercraft SOUTH AFRICA Eastern Cape Province Yellow Sands Point Kayak Fishing N White Shark
739 2015.00 Unprovoked EGYPT NaN Marsa Alam Swimming Y Mako Shark
740 2015.00 Unprovoked USA Hawaii Hapuna Beach Standing / Snorkeling N Tiger Shark
741 2015.00 Unprovoked FRENCH POLYNESIA Bora Bora Anau Hand feeding sharks N Blacktip Shark
742 2015.00 Watercraft AUSTRALIA New South Wales Julian Rocks, Byron Bay Fishing N NaN
743 2015.00 Provoked MEXICO Sinaloa Mazlatan Fishing N NaN
744 2015.00 Unprovoked FRENCH POLYNESIA Central Tuamotu Tupapati, Hikueru Atoll Sitting in the water N Blacktip Reef Shark
745 2015.00 Watercraft ATLANTIC OCEAN NaN NaN Transatlantic Rowing N White Shark
746 2015.00 Unprovoked REUNION d’Étang-Salé Ravine Mula Swimming Y Tiger Shark
747 2015.00 Unprovoked AUSTRALIA New South Wales Shelly Beach Surfing Y Shark
748 2015.00 Unprovoked AUSTRALIA New South Wales Seven Mile Beach, Byron Bay Surfing N Shark
749 2015.00 Unprovoked AUSTRALIA New South Wales Mereweather Beach Bodysurfing N Shark
750 2015.00 Watercraft AUSTRALIA Queensland Nerang River, Surfer's Paradise Rowing N Bull Shark
751 2015.00 Provoked USA Hawaii Lahaina Shark fishing N Shark
752 2015.00 Unprovoked AUSTRALIA New South Wales Flat Rock Surfing N NaN
753 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Nahoon Beach Floating N NaN
754 2015.00 Watercraft USA Florida Off Panama City Fishing N White Shark
755 2015.00 Invalid AUSTRALIA New South Wales Wategos Beach, Byon Bay Surfing & filming dolphins NaN Shark Involveent Not Confired
756 2015.00 Watercraft AUSTRALIA New South Wales Off Blacksmith Beach Fishing N Shark
757 2015.00 Unprovoked AUSTRALIA New South Wales Mollymook Beach, Bannister Head Filming N Shark
758 2015.00 Invalid USA Florida NaN Swimming after falling overboard NaN No Shark Involveent
759 2015.00 Unprovoked BAHAMAS Abaco Islands Tahiti Beach, Elbow Cay Snorkeling N White Shark Or Oceanic Whitetip Shark
760 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Chintsa East Beach Surfing N Raggedoth Shark
761 2015.00 Unprovoked USA Florida Windsor Beach, Indian River County NaN N A Sall Shark
762 2014.00 Unprovoked AUSTRALIA New South Wales Bherwerre Beach Surfing N Shark
763 2014.00 Unprovoked AUSTRALIA Western Australia Three Stripes near Cheynes Beach Spearfishing Y White Shark
764 2014.00 Sea Disaster GREECE NaN 33 nautical miles off Othonoi Island NaN N Shark Involveent Prior Death Still Be Deterined
765 2014.00 Invalid SOUTH AFRICA KwaZulu-Natal Durban Swimming NaN Shark Involveent Not Confired Highly Unlikely
766 2014.00 Unprovoked USA California Montaña de Oro State Park, San Luis Obispo Cou... Surfing N White Shark
767 2014.00 Provoked AUSTRALIA Victoria Paradise Beach Fishing N Shark
768 2014.00 Unprovoked JAPAN NaN NaN Diving / Filming N Goblin Shark
769 2014.00 Unprovoked AUSTRALIA Queensland Rudder Reef Spearfishing Y Tiger Shark
770 2014.00 Provoked SPAIN Granada Off Motril Fishing for blue sharks N NaN
771 2014.00 Unprovoked AUSTRALIA Western Australia Pyramids Beach, Port Bouvard Surfing N NaN
772 2014.00 Provoked MAURITIUS Cargados Carajos Shoals (St. Brandon) NaN Fishing Y NaN
773 2014.00 Watercraft AUSTRALIA Western Australia Freo Fishing N White Shark
774 2014.00 Watercraft USA California Franklin Point, San Mateo County NaN N White Shark
775 2014.00 Unprovoked USA Florida Indian Harbor Beach, Brevard County Surfing N Shark
776 2014.00 Unprovoked USA Hawaii Airplane Beach, Lahina, West Maui Snorkeling N Shark
777 2014.00 Unprovoked AUSTRALIA New South Wales Moonee Beach Surfing N NaN
778 2014.00 Unprovoked USA Florida Fort Pierce Inlet State Park, St. Lucie County Surfing N NaN
779 2014.00 Unprovoked USA Hawaii North Kohala, Hawaii County Surfing N Tiger Shark
780 2014.00 Provoked AUSTRALIA New South Wales Wallabi Point Surfing N NaN
781 2014.00 Unprovoked USA Hawaii Kihei, Maui Stand-Up Paddleboarding N Tiger Shark
782 2014.00 Unprovoked USA Hawaii Kahului, Maui Stand-Up Paddleboarding N NaN
783 2014.00 Watercraft USA California Leadbetter Beach, Santa Barbara County Canoeing N NaN
784 2014.00 Unprovoked USA Hawaii Maalaea, South Maui Surfing N Shark
785 2014.00 Unprovoked AUSTRALIA New South Wales Avoca Beach Surfing N Shark
786 2014.00 Unprovoked USA South Carolina Hilton Head Island, Beaufort County Standing in inner tube N Bull Shark
787 2014.00 Unprovoked USA Florida Melbourne Beach, Brevard County Body surfing or Boogie boarding N NaN
788 2014.00 Watercraft AUSTRALIA Western Australia Castle Rock, north of Dunsborough Kayaking N NaN
789 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Blacktip Shark
790 2014.00 Unprovoked USA Florida Cherie Down Park, Brevard County Fishing N NaN
791 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Blacktip Shark
792 2014.00 Watercraft USA California Santa Barbara County Kayaking N White Shark
793 2014.00 Watercraft USA California Santa Barbara County Kayaking N White Shark
794 2014.00 Unprovoked USA California Walls Beach, Vandenberg AFB, Santa Barbara County Surfing N Shark
795 2014.00 Unprovoked AUSTRALIA Western Australia Kelpids Beach, Wylie Bay, Esperance Surfing N White Shark
796 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
797 2014.00 Unprovoked FRENCH POLYNESIA Moorea Tiahura Lagoon Feeding fish N Blacktip Shark
798 2014.00 Invalid USA California Manresa State Beach, Santa Cruz County Surfing NaN No Shark Involveent
799 2014.00 Unprovoked AUSTRALIA New South Wales Clarkes Beach, Byron Bay Swimming Y Shark
800 2014.00 Unprovoked USA Alabama Katrina Cut, Dauphin Island, Mobile County Fishing N Bull Shark
801 2014.00 Watercraft USA Massachusetts Manomet Point, Plymouth, Plymouth County Kayaking N White Shark
802 2014.00 Provoked USA Florida Fletcher Beach, Hutchinson Island, Martin County Fishing N Shark
803 2014.00 Unprovoked SPAIN Catalonia Salou Playing with an air mattress N NaN
804 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Body surfing N Spinner Shark
805 2014.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N Spinner Shark Or Blacktip Shark
806 2014.00 Invalid USA Florida Atlantic Beach, Duval County NaN NaN Shark Involveent Not Confired
807 2014.00 Provoked USA Maryland Assateague National Seashore Fishing N NaN
808 2014.00 Unprovoked SPAIN Alicante Benidorm Swimming N Sall Shark
809 2014.00 Unprovoked USA North Carolina Figure Eight Island, New Hanover County Surfing N Shark
810 2014.00 Unprovoked USA South Carolina Surfside Beach, Horry County Standing N NaN
811 2014.00 Provoked USA Florida Apalachicola Bay Fishing for sharks N Bull Shark
812 2014.00 Unprovoked USA North Carolina Off Masonboro Island, New Hanover County Kite boarding N Shark
813 2014.00 Unprovoked AUSTRALIA Western Australia Gnaraloo Spearfishing N Reef Shark
814 2014.00 Unprovoked USA Florida 3 to 4 miles west of Indian Pass, Gulf County Standing N Bull Shark
815 2014.00 Unprovoked USA Florida Hallandale Beach, Broward County NaN N NaN
816 2014.00 Unprovoked BAHAMAS NaN NaN Spearfishing N Bull Shark
817 2014.00 Unprovoked USA Florida Lori Wilson Park, Cocoa Beach, Brevard County Swimming N NaN
818 2014.00 Unprovoked USA Louisiana Lake Ponchartain off Southshore Harbor, New Or... Swimming N Bull Shark
819 2014.00 Unprovoked USA South Carolina Folly Beach, Charleston County Boogie boarding N Tp Shark
820 2014.00 Unprovoked USA Florida Cocoa Beach, Brevard County Swimming N NaN
821 2014.00 Unprovoked USA Florida South of Cocoa Beach, Brevard County Surfing N NaN
822 2014.00 Unprovoked USA Florida Table Beach, Brevard County Boogie boarding N NaN
823 2014.00 Unprovoked SOUTH AFRICA Western Cape Province Muizenberg Surfing N White Shark
824 2014.00 Invalid NaN NaN NaN Sea disaster NaN Shark Involveent Not Confired
825 2014.00 Unprovoked USA North Carolina Sunset Beach, Brunswick County Swimming N Possibly Juvenile Tiger Shark
826 2014.00 Unprovoked REUNION Saint-Leu NaN Surfing N Etre Shark
827 2014.00 Unprovoked USA Florida Indialantic, Brevard County Standing N NaN
828 2014.00 Unprovoked SPAIN Canary Islands Teresita, Santa Cruz, Tenerife Wading N Angel Shark
829 2014.00 Unprovoked USA Hawaii Paia Bay, Maui Swimming N Shark
830 2014.00 Unprovoked USA Florida Okaloosa Island Swimming N Shark
831 2014.00 Invalid BAHAMAS West End Tiger Beach Shark diving NaN Shark Involveent Not Confired
832 2014.00 Unprovoked USA North Carolina Masonboro Island, New Hanover County Body surfing N NaN
833 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
834 2014.00 Provoked USA California Manhattan Beach, Los Angeles County Swimming N White Shark
835 2014.00 Unprovoked USA California Oceano Dunes State Beach, San Luis Obispo County Surfing N NaN
836 2014.00 Unprovoked USA South Carolina Isle of Palms, Charleston County Body surfing N Shark
837 2014.00 Watercraft ST. MARTIN NaN 20 miles from shore Transatlantic Rowing N Oceanic Whitetip Shark
838 2014.00 Unprovoked BAHAMAS Abaco Islands NaN Spearfishing N Caribbean Reef Shark
839 2014.00 Unprovoked AUSTRALIA South Australia Middleton Point, Fleurieu Peninsula Surfing N NaN
840 2014.00 Unprovoked AUSTRALIA South Australia Middleton Point, Fleurieu Peninsula Body boarding N NaN
841 2014.00 Provoked AUSTRALIA Western Australia Horizontal Falls Petting a shark N Leon Shark
842 2014.00 Unprovoked BRAZIL NaN 500 km off the coast of Pernambuco Fishing N NaN
843 2014.00 Unprovoked USA Delaware Cape Henlopen State Park, Sussex County Standing N Sandbar Shark
844 2014.00 Unprovoked AUSTRALIA South Australia Parsons Beach, Fleurieu Peninsula Body boarding N Bronze Whaler Shark
845 2014.00 Unprovoked JAPAN Atsumi peninsula Aichi Surfing N NaN
846 2014.00 Unprovoked USA Texas West Beach, Galveston Kneeling in the water N NaN
847 2014.00 Unprovoked USA Florida Fort Lauderdale Swimming N Bull Shark
848 2014.00 Unprovoked AUSTRALIA New South Wales Seven Mile Beach, Gerroa Surfing N NaN
849 2014.00 Unprovoked USA Palmyra Atoll NaN Tagging sharks N Blacktip Reef Shark
850 2014.00 Unprovoked AUSTRALIA Queensland Nerang River near Chevron Island Fell into the water N Bull Shark
851 2014.00 Unprovoked FRANCE Wallis and Futuna Wallis Island Scuba diving N Shark
852 2014.00 Provoked AUSTRALIA New South Wales The Australian Shark and Ray Centre Teasing a shark N Tawney Nurse Shark
853 2014.00 Unprovoked USA Florida Juan Ponce de León Landing, Melbourne Beach, B... Body boarding N NaN
854 2014.00 Unprovoked AUSTRALIA South Australia Elliston, Eyre Peninsula Surfing N White Shark
855 2014.00 Unprovoked USA Florida Jacksonville Beach, Duval County Wading N NaN
856 2014.00 Unprovoked USA Georgia Tybee Island, Chatham County Surfing N Shark Involveent Not Confired
857 2014.00 Invalid USA Florida Bethel Shoals, Indian River County Diving NaN No Shark Involveent
858 2014.00 Unprovoked USA South Carolina Coligny Beach, Hilton Head, Beaufort County Swimming N Shark
859 2014.00 Unprovoked SOUTH AFRICA Western Cape Province Simonstown Diving N Cow Shark
860 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
861 2014.00 Unprovoked AUSTRALIA Western Australia South Passage, south of Coral Bay Spearfishing N Reef Shark
862 2014.00 Unprovoked USA Florida Cocoa Beach, Brevard County Swimming N NaN
863 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Wading N NaN
864 2014.00 Watercraft SOUTH AFRICA NaN NaN Shark watching N White Shark
865 2014.00 Provoked SOUTH AFRICA Eastern Cape Province Port Alfred Fishing N Raggedoth Shark
866 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
867 2014.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
868 2014.00 Unprovoked AUSTRALIA New South Wales Tathra Swimming Y White Shark
869 2014.00 Invalid AUSTRALIA Western Australia Off Dawesville Cut Diving for lobsters NaN Shark Involveent Prior Death Not Confired
870 2014.00 Unprovoked SOUTH AFRICA Eastern Cape Province Second Beach, Port St Johns Swimming Y Shark
871 2014.00 Unprovoked USA Florida Delray Beach Kite Surfing N Shark
872 2014.00 Unprovoked USA Florida Macarthur State Park Surfing N NaN
873 2014.00 Unprovoked NEW CALEDONIA Baie de Sainte-Marie NaN Kite Surfing N NaN
874 2014.00 Unprovoked AUSTRALIA Victoria Winkipop Beach Surfing N NaN
875 2014.00 Invalid AUSTRALIA New South Wales Lennox Head NaN NaN No Shark Involveent
876 2014.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach Swimming N Wobbegong Shark
877 2014.00 Invalid CAYMAN ISLANDS NaN NaN Scuba diving / culling lionfish NaN Invalid
878 2014.00 Unprovoked USA Florida Santa Lucea Beach, South Hutchinson Island, St... Surfing N Blacktip Or Spinner Shark
879 2014.00 Unprovoked FRENCH POLYNESIA Society Islands Huahine Kitesurfing N Blacktip Reef Shark
880 2014.00 Watercraft PAPUA NEW GUINEA NaN NaN Sailing N NaN
881 2014.00 Unprovoked AUSTRALIA South Australia Goldsmith Beach, Yorke Peninsula Spearfishing / Free diving Y NaN
882 2014.00 Provoked TRINIDAD & TOBAGO Trinidad NaN Fishing N NaN
883 2014.00 Unprovoked NEW ZEALAND South Island Porpoise Bay Surfing N Gill Shark
884 2014.00 Provoked AUSTRALIA New South Wales Umina Beach Fishing N Shark
885 2014.00 Unprovoked NEW ZEALAND South Island Garden Bay near Cosy Nook Spearfishing N Gill Shark
886 2014.00 Sea Disaster JAPAN Okinawa Prefecture Off Miyako Island Sea disaster N NaN
887 2014.00 Unprovoked USA Hawaii NaN Free diving / Photographing pilot whales N Oceanic Whitetip Shark
888 2014.00 Watercraft NEW ZEALAND NaN Stewart Island Filming a documentary N White Shark
889 2013.00 Unprovoked NEW CALEDONIA North Province Lindéralique, Hienghène Snorkeling N Reported Involve A Bull Shark
890 2013.00 Unprovoked SOUTH AFRICA Western Cape Province Die Platt Surfing N White Shark
891 2013.00 Unprovoked KIRIBATI 740 miles SE of Tarawa Atoll NaN Attempting to remove fishing net from submerge... N NaN
892 2013.00 Unprovoked USA Hawaii Ninole Bay, Hawaii County Boogie boarding N Tiger Shark
893 2013.00 Unprovoked USA Florida Cocoa Beach, Brevard County Surfing N Shark
894 2013.00 Unprovoked AUSTRALIA New South Wales Shelly Beach, near Port Macquarie Surfing N Wobbegong Shark
895 2013.00 Unprovoked USA Hawaii Between Makena & Molokini, Maui Kayaking / Fishing Y NaN
896 2013.00 Unprovoked AUSTRALIA New South Wales Riecks Point, Campbell’s Beach, Body boarding Y Tiger Shark
897 2013.00 Unprovoked USA Hawaii Keawekapu Beach, Kihei, Maui Snorkeling N NaN
898 2013.00 Unprovoked AUSTRALIA Western Australia Gracetown Surfing Y Thought Involve A White Shark
899 2013.00 Unprovoked USA Oregon Gleneden Beach, Lincoln County Surfing N White Shark
900 2013.00 Unprovoked AUSTRALIA Western Australia Trigg Beach, Perth Surfing N Reported Involve A White Shark
901 2013.00 Provoked BAHAMAS NaN Off Cape Eleuthera Shark fishing N NaN
902 2013.00 Unprovoked USA New Jersey Bay Head, Ocean County Body boarding N NaN
903 2013.00 Unprovoked USA Florida Floridana Beach, Brevard County Surfing N NaN
904 2013.00 Unprovoked USA Hawaii Kanaha Beach, Maui Kiteboarding N Tiger Shark
905 2013.00 Unprovoked AUSTRALIA Western Australia Turquoise Bay Snorkeling N Blacktip Reef Shark
906 2013.00 Unprovoked REUNION d’Étang-Salé Ravine Mula Body boarding N Thought Involve A Bull Shark
907 2013.00 Unprovoked AUSTRALIA Western Australia Little Island, near Hillarys Diving for crayfish N Reported Involve A White Shark
908 2013.00 Unprovoked AUSTRALIA New South Wales South Narrabeen Beach Surfing N Wobbegong Shark
909 2013.00 Unprovoked USA Hawaii Waiehu, Maui Diving N Whitetip Reef Shark
910 2013.00 Unprovoked USA Hawaii Pila'a Beach, Kaua'i Surfing N Tiger Shark
911 2013.00 Unprovoked USA Florida Miami Beach Wading N Nurse Shark
912 2013.00 Unprovoked SOUTH AFRICA Eastern Cape Province Albatros Point, near Jeffrey's Bay Swimming / snorkeling Y White Shark
913 2013.00 Unprovoked AUSTRALIA Western Australia Off Poison Creek, Cape Arid Diving for Abalone N White Shark
914 2013.00 Unprovoked USA California Bunkers, Humboldt Bay, Eureka, Humboldt County Surfing N White Shark
915 2013.00 Unprovoked USA Florida Destin, Okaloosa County Wading N Sall Bull Shark
916 2013.00 Unprovoked USA Florida Melbourne Beach, Brevard County Surfing N NaN
917 2013.00 Unprovoked ISRAEL Southern District Ashdod Diving N NaN
918 2013.00 Unprovoked USA Florida Panama City, Bay County Standing N NaN
919 2013.00 Unprovoked USA Florida Ormond Beach, Volusia County Swimming N NaN
920 2013.00 Unprovoked USA Florida Carlin Park, Jupiter, Palm Beach County Surfing N NaN
921 2013.00 Unprovoked USA Florida Casino Beach, Pensacola, Escambia County Swimming N Bull Shark
922 2013.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
923 2013.00 Unprovoked USA South Carolina St. Helena Island, Beaufort County NaN UNKNOWN NaN
924 2013.00 Provoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
925 2013.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Standing N Shark
926 2013.00 Unprovoked USA Florida Ormond Beach, Volusia County Swimming N NaN
927 2013.00 Provoked USA Florida Key West Aquarium NaN N Nurse Shark
928 2013.00 Unprovoked BAHAMAS NaN NaN NaN N NaN
929 2013.00 Unprovoked USA Florida St Augustine Beach, St Johns County Casting a net N Shark
930 2013.00 Unprovoked BAHAMAS NaN Freetown Beach Spearfishing N Blacktip Shark
931 2013.00 Unprovoked USA California Butterfly Beach, Montecito, Santa Barbara County Swimming N Salon Shark
932 2013.00 Invalid USA California Catalina Channel Marathon swimming NaN No Shark Involveent
933 2013.00 Provoked FRANCE Bay of Biscay NaN Longline fishing for sharks N Mako Shark
934 2013.00 Unprovoked USA Florida Winterhaven Park, Ponce Inlet, Volus... Boogie boarding N NaN
935 2013.00 Unprovoked AUSTRALIA New South Wales Smiths Wrangling a shark N NaN
936 2013.00 Unprovoked USA Hawaii Pohoiki Surfing N NaN
937 2013.00 Unprovoked USA California Pillar Point, Half-Moon Bay, San Mateo County Surfing N White Shark
938 2013.00 Unprovoked USA Hawaii Makenat, Maui Snorkeling Y Tiger Shark
939 2013.00 Unprovoked USA Hawaii Ka'a Point, Maui Kiteboarding N NaN
940 2013.00 Unprovoked USA South Carolina Folly Beach Surfing N Bull Shark
941 2013.00 Unprovoked SOUTH AFRICA NaN NaN Attempting to free the shark N Blacktip Shark
942 2013.00 Unprovoked USA Florida Sanibel Island, Lee County Fishing N Bull Shark
943 2013.00 Unprovoked USA Hawaii Ulua Beach, Maui Snorkeling N NaN
944 2013.00 Unprovoked USA South Carolina Isle of Palms, Charleston County Swimming N NaN
945 2013.00 Unprovoked BAHAMAS Abaco Islands Scotland Cay Spearfishing N Shark
946 2013.00 Unprovoked MEXICO Quintana Roo NaN Wading N NaN
947 2013.00 Unprovoked USA Hawaii White Plains Beach, Oahu Surfing N Tiger Shark
948 2013.00 Unprovoked BAHAMAS Exuma Islands Compass Cay Cleaning fish N Nurse Shark
949 2013.00 Unprovoked BAHAMAS Abaco Islands Grand Cay Diving N NaN
950 2013.00 Unprovoked BRAZIL Pernambuco Boa Viagem Beach, Recife Swimming Y NaN
951 2013.00 Unprovoked USA Alabama Gulf Shores, Baldwin County Walking in surf N NaN
952 2013.00 Unprovoked USA Florida Butler Beach, St Augustine, St. Johns Co... Swimming N NaN
953 2013.00 Unprovoked REUNION Saint-Paul Le cimetière marin Swimming & snorkeling Y NaN
954 2013.00 Unprovoked DIEGO GARCIA NaN NaN Swimming Y NaN
955 2013.00 Unprovoked USA North Carolina Holden Beach. Brunswick County Wading N NaN
956 2013.00 Invalid SPAIN Catalonia Sant Marti d’Empuries Beach, L’Escala Swimming NaN Shark Involveent Not Confired
957 2013.00 Unprovoked AUSTRALIA Victoria Flinders, Mornington Penisula Body surfing N NaN
958 2013.00 Unprovoked TAIWAN Taitung NaN Fishing N NaN
959 2013.00 Invalid JAMAICA Kingston Parish Port Royal NaN NaN Shark Involveent Prior Death Not Confired
960 2013.00 Watercraft USA California Pacific State , San Mateo County Kayaking / Fishing N White Shark
961 2013.00 Unprovoked USA Florida Jacksonville, Duval County Swimming N Bull Shark
962 2013.00 Unprovoked USA South Carolina Kiawah Island, Charleston County Swimming N Shark
963 2013.00 Unprovoked USA Hawaii Kona Coast State Park Swimming N Tiger Shark
964 2013.00 Unprovoked USA Texas Surfside Beach, Brazoria County Swimming N NaN
965 2013.00 Unprovoked SOUTH AFRICA Eastern Cape Province Queensberry Bay Surfing N NaN
966 2013.00 Unprovoked USA Florida Atlantic Beach, Duval County Surfing N NaN
967 2013.00 Unprovoked USA South Carolina Myrtle Beach, Horry County Boogie Boarding N Shark
968 2013.00 Provoked USA Florida Off Snipe Point, Florida Keys, Monroe County Fishing for sharks N Leon Shark
969 2013.00 Unprovoked AUSTRALIA New South Wales Target Beach Surfing N Shark
970 2013.00 Unprovoked USA Hawaii Halewia, Oahu Diving N Galapagos Shark
971 2013.00 Unprovoked USA Florida Ormond Beach, Volusia County Swimming N NaN
972 2013.00 Unprovoked BRAZIL Pernambuco Coral Cove Beach NaN Y NaN
973 2013.00 Provoked PALESTINIAN TERRITORIES NaN Gaza Fishing N NaN
974 2013.00 Unprovoked ECUADOR Santa Cruz Island Playa Brava, Turtle Bay Surfing N Galapagos Shark
975 2013.00 Invalid USA California Tourmaline Surf Park, San Diego County Surfing NaN Invalid
976 2013.00 Unprovoked REUNION Saint-Gilles Brisant Beach Body boarding Y Bull Shark
977 2013.00 Unprovoked USA Florida Melbourne Beach, Brevard County Surfing N A Sall Shark
978 2013.00 Provoked AUSTRALIA New South Wales Emerald Beach Fishing N Wobbegong
979 2013.00 Unprovoked MEXICO Quintana Roo Seagull Beach, Cancun Swimming N Tiger Shark
980 2013.00 Unprovoked AUSTRALIA New South Wales Crowdy Head Fishing N Grey Nurse Shark
981 2013.00 Unprovoked USA Florida Near Boynton Beach, Palm Beach County Playing in the surf N Shark
982 2013.00 Unprovoked SOUTH AFRICA Western Cape Province False Bay Free diving N Blue Shark
983 2013.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Bull Shark
984 2013.00 Unprovoked GUAM NaN NaN NaN Y NaN
985 2013.00 Unprovoked FRENCH POLYNESIA Tuamotus North Pass, Fakarava Kite boarding N Blacktip Reef Shark
986 2013.00 Unprovoked USA Florida Jensen Beach, Martin County Swimming N NaN
987 2013.00 Invalid AUSTRALIA Western Australia Perth NaN NaN Shark Involveent Not Confired
988 2013.00 Unprovoked USA Hawaii Ka’anapali Shores Surfing N Shark
989 2013.00 Invalid AUSTRALIA New South Wales Terrigal Beach Surfing NaN No Shark Involveent
990 2013.00 Unprovoked SEYCHELLES NaN Ile Platte Free diving N NaN
991 2013.00 Unprovoked BELIZE NaN NaN Snorkeling N Nurse Shark
992 2013.00 Unprovoked BAHAMAS Eleuthera Savannah Sound Fly fishing N NaN
993 2013.00 Provoked SOUTH AFRICA Western Cape Province De Mond Fishing - 'tag & release' N Raggedoth Shark
994 2013.00 Unprovoked SOUTH AFRICA Western Cape Province Hawston Beach Surfing N NaN
995 2013.00 Unprovoked JAMAICA St. Catherine Pillikin Red Light area Spearfishing Y Tiger Shark
996 2013.00 Unprovoked AUSTRALIA Western Australia African Reef off Geraldton Spearfishing N Bronze Whaler Shark
997 2013.00 Unprovoked PHILIPPINES Palawan Off Likas Island Swimming to shore with floatioon devices after... N Sall Sharks
998 2013.00 Unprovoked SOUTH AFRICA Eastern Cape Province Port St. John's Swimming N NaN
999 2013.00 Unprovoked NEW ZEALAND North Island Muriwai Swimming Y White Shark
1000 2013.00 Unprovoked USA Hawaii Ka'anapali, Honokowai, Maui Surfing N Reef Shark
1001 2013.00 Unprovoked USA Hawaii Paia Bay, Maui Surfing N Reef Shark
1002 2013.00 Unprovoked USA Florida "Stuart Rocks", Martin County Surfing N Blacktip Shark
1003 2013.00 Unprovoked FRENCH POLYNESIA Society Islands Tapu, a dive site on the outer reefs of Bora Bora Scuba diving N Leon Shark
1004 2013.00 Unprovoked JAMAICA Kingston Parish Pedro Cays NaN N NaN
1005 2013.00 Watercraft AUSTRALIA Victoria Cape Nelson Fishing N White Shark
1006 2013.00 Unprovoked AUSTRALIA Queensland Noosa Surfing N NaN
1007 2013.00 Invalid AUSTRALIA Queensland Bullcock Beach Dragging stranded shark into deeper water NaN NaN
1008 2013.00 Unprovoked USA Hawaii Kiholo Bay Surfing N Tiger Shark
1009 2013.00 Unprovoked NEW ZEALAND Mercury Islands Great Mercury Island Spearfishing N Bronze Whaler Shark
1010 2013.00 Unprovoked AUSTRALIA Western Australia Near Legendre Island Spearfishing / Free diving N NaN
1011 2012.00 Unprovoked USA Florida Jensen Beach, Martin County Swimming N NaN
1012 2012.00 Unprovoked AUSTRALIA New South Wales Between Dee Why and Long Reef Surfing N Shark
1013 2012.00 Unprovoked AUSTRALIA New South Wales Kylie's Beach, Diamond Head Paddle boarding N Bull Shark
1014 2012.00 Unprovoked SOUTH AFRICA Eastern Cape Province Port St. John's Swimming Y Tiger Shark
1015 2012.00 Unprovoked AUSTRALIA Western Australia Trigg Beach Surfing N Tiger Shark
1016 2012.00 Unprovoked USA Hawaii Kauai Surfing N Shark
1017 2012.00 Unprovoked AUSTRALIA New South Wales Green Island Spearfishing N Sandtiger Shark
1018 2012.00 Unprovoked NEW ZEALAND South Island Sunday Cove, Fiordland Scuba diving N Sevengill Shark
1019 2012.00 Unprovoked USA Hawaii Kihei, Maui Snorkeling N Tiger Shark
1020 2012.00 Invalid AUSTRALIA Queensland Mooloolaba NaN NaN No Shark Involveent
1021 2012.00 Unprovoked MEXICO Sinaloa Nuevo Altata Swimming Y Shark
1022 2012.00 Unprovoked USA Florida Melbourne Beach, Brevard County Surfing N Shark
1023 2012.00 Unprovoked USA Hawaii Makena Landing, Maui Diving N Tiger Shark
1024 2012.00 Unprovoked USA Hawaii Davidson's Surf Break, Kekaha, Kaua'i Surfing N Tiger Shark
1025 2012.00 Unprovoked USA California Humboldt Bay, Eureka, Humboldt County Surfing N White Shark
1026 2012.00 Unprovoked USA Hawaii Makena Landing, Maui Swimming N Tiger Shark
1027 2012.00 Unprovoked USA California Surf Beach, Lompoc, Santa Barbara County Surfing Y White Shark
1028 2012.00 Unprovoked USA Florida Seaport, Brevard County NaN N NaN
1029 2012.00 Unprovoked USA Florida Ponce Inlet, Volusia County Surfing N NaN
1030 2012.00 Unprovoked USA Hawaii Kanaha Beach, Maui Paddle boarding N Shark
1031 2012.00 Invalid USA Florida Hobe Sound NaN NaN Shark Involveent Not Confired
1032 2012.00 Unprovoked NIGERIA Delta Oboro Bathing N NaN
1033 2012.00 Unprovoked USA California Davenport Landing, Santa Cruz County Windsurfing N NaN
1034 2012.00 Unprovoked AUSTRALIA Western Australia Mullaloo Beach, Perth Bodyboarding N Shark
1035 2012.00 Unprovoked USA Florida Melbourne Beach, Brevard County Surfing N Shark
1036 2012.00 Unprovoked USA Florida Spanish House Beach, Brevard County Surfing N Shark
1037 2012.00 Unprovoked USA Florida Cocoa Beach, Brevard County Surfing N NaN
1038 2012.00 Unprovoked TONGA Vava'u Eueiki Island Swimming N Bull Shark
1039 2012.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
1040 2012.00 Unprovoked USA Florida Lori Wilson Park, Cocoa Beach, Brevard County Surfing N NaN
1041 2012.00 Unprovoked USA Florida South Beach, Miami-Dade County Swimming N NaN
1042 2012.00 Unprovoked USA Florida Neptune Beach, Duval County Surfing N NaN
1043 2012.00 Unprovoked USA Florida St. Augustine Beach, St. John's County Surfing N NaN
1044 2012.00 Unprovoked USA Florida Melbourne Beach, Brevard County Surfing N NaN
1045 2012.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Boogie boarding N Shark
1046 2012.00 Provoked USA Hawaii Spreckelsville, Maui Spearfishing N Tiger Shark
1047 2012.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Swimming or boogie boarding N Shark
1048 2012.00 Provoked SCOTLAND Inner Hebrides Off the Isle of Islay Shark fishing N Porbeagle Shark
1049 2012.00 Unprovoked AUSTRALIA Western Australia Red Bluff near Quobba Station Surfing N NaN
1050 2012.00 Unprovoked BRAZIL Pernambuco Coral Cove, Cabo de Santo Agostinho Swimming Y NaN
1051 2012.00 Unprovoked USA Alabama Gulf Shores, Baldwin County Wading or swimming N NaN
1052 2012.00 Watercraft AUSTRALIA Western Australia Ocean Reef Fishing N Shark
1053 2012.00 Unprovoked USA Florida Key Largo Free diving N Leon Shark
1054 2012.00 Unprovoked REUNION Saint Leu NaN Surfing N Bull Shark
1055 2012.00 Unprovoked FRENCH POLYNESIA Tuamotus Kaukura Atoll Spearfishing N Leon Shark
1056 2012.00 Unprovoked USA California Topanga Beach, Los Angeles County Surfing N NaN
1057 2012.00 Unprovoked AUSTRALIA South Australia Streaky Bay Surfing N White Shark Or Bronze Whaler
1058 2012.00 Unprovoked USA Hawaii Maha‘ulepu Beach, Kauai Surfing N NaN
1059 2012.00 Unprovoked USA Massachusetts Ballston Beach, Truro, Cape Cod Body surfing N Thought Involve A White Shark
1060 2012.00 Invalid USA North Carolina Ocean Isle, Brunswick County NaN NaN Shark Involveent Not Confired
1061 2012.00 Unprovoked REUNION Trois-Bassins NaN Surfing Y NaN
1062 2012.00 Invalid TRINIDAD & TOBAGO Trinidad Off Radix Village, Mayoro County Swimming NaN NaN
1063 2012.00 Invalid CANADA British Colombia Tofino, Vancouver Surfing NaN Salon Shark Suspected But Unlikely
1064 2012.00 Unprovoked AUSTRALIA Western Australia Off Wedge Island Surfing Y White Shark
1065 2012.00 Unprovoked USA North Carolina North Topsail Beach, Onslow County Swimming N NaN
1066 2012.00 Unprovoked BAHAMAS Eleuthera NaN Spearfishing N NaN
1067 2012.00 Invalid AUSTRALIA Victoria Ship's Graveyard off Point Lonsdale Scuba diving NaN NaN
1068 2012.00 Watercraft USA California Pleasure Point, Santa Cruz County Kayaking N Shark
1069 2012.00 Unprovoked SOUTH AFRICA Western Cape Province Sandstrand, Jongensfontein Surfing N Shark
1070 2012.00 Invalid CROATIA NaN Buccari Bay Swimming NaN No Shark Involveent
1071 2012.00 Unprovoked USA Florida Juno Beach, Palm Beach County Swimming N Possibly A Bull Shark
1072 2012.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
1073 2012.00 Unprovoked USA Hawaii Kahana Beach, Maui Sitting in the water N A Sall Reef Shark
1074 2012.00 Unprovoked AUSTRALIA Tasmania South Cape Bay Surfing N NaN
1075 2012.00 Unprovoked USA Florida Bathtub Reef Beach, Stuart, Martin County Swimming N NaN
1076 2012.00 Unprovoked AUSTRALIA Western Australia Mullaloo Beach, Perth Surf skiing N Shark
1077 2012.00 Invalid USA South Carolina Myrtle Beach, Horry County Standing NaN No Shark Involveent
1078 2012.00 Unprovoked USA North Carolina Ocean Isle, Brunswick County Wading N NaN
1079 2012.00 Provoked USA Florida Summerland Key, Monroe County Fishing N Nurse Shark
1080 2012.00 Unprovoked USA South Carolina Myrtle Beach, Horry County Swimming N Sall Blacktip Shark
1081 2012.00 Unprovoked USA South Carolina Myrtle Beach, Horry County Swimming N Shark Involveent Not Confired
1082 2012.00 Unprovoked USA South Carolina Myrtle Beach, Horry County Swimming N Sall Blacktip Shark
1083 2012.00 Unprovoked USA South Carolina Myrtle Beach, Horry County Swimming N Blacktip Shark
1084 2012.00 Unprovoked AUSTRALIA Victoria Port Campbell Surfing N Shark
1085 2012.00 Provoked ITALY Sardinia Muravera Attempting to rescue an injured & beached shark NaN Blue Shark
1086 2012.00 Unprovoked AUSTRALIA New South Wales Redhead Beach, Newcastle Surf skiing N White Shark
1087 2012.00 Unprovoked USA Florida Bethune Beach, Volusia County Surfing N NaN
1088 2012.00 Unprovoked USA South Carolina Myrtle Beach, Horry County Boogie Boarding N NaN
1089 2012.00 Unprovoked USA North Carolina Avon, Hatteras Island, Outer Banks, Dare County Wading N Shark
1090 2012.00 Unprovoked MEXICO Guerrero Boca de la Leña, La Unión Free diving / spearfishing N Bull Shark
1091 2012.00 Unprovoked USA Florida Jacksonville, Duval County Surfing N Shark
1092 2012.00 Watercraft USA Hawaii Iroquiois Point, Oahu Kayak Fishing N Tiger Shark
1093 2012.00 Unprovoked FIJI NaN Matacucu Reef Spearfishing N NaN
1094 2012.00 Watercraft USA California Leffingwell Landing, Cambria, San Luis Obispo... Kayaking / Fishing N White Shark
1095 2012.00 Unprovoked USA Florida Vero Beach, Indian River County Swimming N NaN
1096 2012.00 Unprovoked USA California Off Catalina Island Paddle boarding N White Shark
1097 2012.00 Unprovoked USA Florida Indialantic, Brevard County Surfing N Shark
1098 2012.00 Unprovoked SOUTH AFRICA Western Cape Province Caves near Kogel Bay Body boarding Y White Shark
1099 2012.00 Watercraft AUSTRALIA South Australia Dolphin Bay, Innes National Park Kayaking N White Shark
1100 2012.00 Unprovoked USA Hawaii Leftovers near Chun's Reef, Oahu Surfing N Tiger Shark
1101 2012.00 Unprovoked USA Florida Sanibel Island, Lee County NaN N A Sall Shark
1102 2012.00 Unprovoked AUSTRALIA Western Australia Stratham Beach Scuba diving Y White Shark
1103 2012.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
1104 2012.00 Watercraft AUSTRALIA Western Australia Kalbarri Crayfishing N White Shark
1105 2012.00 Unprovoked AUSTRALIA Queensland Nobby's Beach Surfing N Bull Shark
1106 2012.00 Unprovoked USA Florida Jensen Beach, Martin County Surfing N Bull Shark
1107 2012.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
1108 2012.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
1109 2012.00 Unprovoked NEW ZEALAND North Island Opunake, Taranake Surfing N NaN
1110 2012.00 Provoked AUSTRALIA Victoria Shipwreck Cove, Melbourne Aquarium Diving, feeding sharks N Tawny Nurse Shark C
1111 2012.00 Unprovoked REUNION Saint-Benoit Port de la Marine Body boarding N NaN
1112 2012.00 Unprovoked USA Florida Playalinda Beach, Brevard County Kite Surfing N Shark
1113 2012.00 Invalid SAUDI ARABIA Tabuk Province Off Duba Attempting to Kite surf from Egypt to Saudi Ar... NaN NaN
1114 2012.00 Provoked CHILE Antofagasta Province Antofagasta Fishing (illegally) N NaN
1115 2012.00 Provoked USA Florida Palm Beach Inlet, Palm Beach County Kite Surfing N Spinner Shark
1116 2012.00 Unprovoked AUSTRALIA New South Wales Broughton Island Fishing N Grey Nurse Shark
1117 2012.00 Watercraft SOUTH AFRICA Western Cape Province Strandfontein Fishing N White Shark
1118 2012.00 Unprovoked AUSTRALIA Queensland Wurtulla Surfing N NaN
1119 2012.00 Unprovoked USA Hawaii Lanai Snorkeling N Shark
1120 2012.00 Unprovoked AUSTRALIA Western Australia Coral Bay Snorkeling N Tiger Shark
1121 2012.00 Unprovoked BAHAMAS NaN Cat Island Diving, photographing sharks N Tiger Shark
1122 2012.00 Provoked TAIWAN Taitung Taimali Fishing N Blue Shark Blue Shark
1123 2012.00 Unprovoked AUSTRALIA New South Wales Redhead Beach Surfing N White Shark
1124 2012.00 Unprovoked SOUTH AFRICA Eastern Cape Province Second Beach, Port St. Johns Swimming Y Thought Involve A Bull Shark
1125 2012.00 Unprovoked USA Oregon Lincoln City, Lincoln County Surfing N White Shark
1126 2012.00 Unprovoked AUSTRALIA New South Wales North Avoca Beach Surfing N Shark
1127 2012.00 Unprovoked AUSTRALIA Queensland Duranbah Spearfishing N Allegedly A Tiger Shark
1128 2011.00 Unprovoked USA Florida Jupiter, Palm Beach County NaN N NaN
1129 2011.00 Invalid ANTIGUA St John's Fort James Beach Swimming NaN Shark Involveent Not Confired
1130 2011.00 Unprovoked ECUADOR Santa Elena Barandúa Beach Surfing N NaN
1131 2011.00 Unprovoked USA Florida New Smyrna Beach Surfing N NaN
1132 2011.00 Provoked USA Hawaii Makahuena Point, Kauai Canoeing N Shark
1133 2011.00 Watercraft SOUTH AFRICA Eastern Cape Province Noordhoek, Port Elizabeth Kayak Fishing N NaN
1134 2011.00 Unprovoked AUSTRALIA New South Wales Angourie Surfing N White Shark
1135 2011.00 Invalid SOUTH AFRICA KwaZulu-Natal Between Sodwana & Cape Vidal Surf skiing NaN Shark Involveent Not Confired
1136 2011.00 Unprovoked AUSTRALIA New South Wales Maroubra Surfing N Wobbegong Shark
1137 2011.00 Unprovoked USA Oregon Seaside Cove Surfing N NaN
1138 2011.00 Invalid AUSTRALIA Queensland Bushy Ilet Spearfishing NaN Shark Involveent Not Confired
1139 2011.00 Unprovoked AUSTRALIA New South Wales Broken Head Surfing N NaN
1140 2011.00 Unprovoked INDONESIA Bali Tabanan Surfing N NaN
1141 2011.00 Unprovoked AUSTRALIA Queensland Peregian Swimming N Wobbegong Shark
1142 2011.00 Watercraft USA California Pigeon Point Kayaking N White Shark
1143 2011.00 Unprovoked PAPUA NEW GUINEA East New Britain Pigeon Island Scuba diving N NaN
1144 2011.00 Unprovoked BRAZIL Pernambuco Punta Del Chifre Beach, Olinda Surfing N NaN
1145 2011.00 Unprovoked REUNION Bois-Blanc Sainte-Rose Free diving / spearfishing N NaN
1146 2011.00 Unprovoked USA California Marina State Beach, Monterey County Surfing N White Shark
1147 2011.00 Unprovoked SCOTLAND Moray Spey Bay Surfing N Shark
1148 2011.00 Provoked SOUTH AFRICA KwaZulu-Natal uShaka Aquarium, Durban Diving N Raggedoth Shark
1149 2011.00 Unprovoked AUSTRALIA Western Australia Rottnest Island Diving Y White Shark
1150 2011.00 Unprovoked USA Oregon Newport, Lincoln County Surfing N White Shark
1151 2011.00 Unprovoked AUSTRALIA Victoria Elwood Beach Diving N Port Jackson Shark
1152 2011.00 Unprovoked USA Florida Cape Canaveral Surfing N Shark
1153 2011.00 Unprovoked USA Oregon Seaside Surfing N Shark
1154 2011.00 Unprovoked AUSTRALIA Western Australia Cottesloe Beach Swimming Y NaN
1155 2011.00 Watercraft REUNION NaN Cap La Houssaye Canoeing N Shark
1156 2011.00 Unprovoked USA Florida Santa Maria Island, Manatee County Wade fishing N NaN
1157 2011.00 Unprovoked USA Alabama Gulf Shores, Baldwin County NaN N NaN
1158 2011.00 Invalid USA Puerto Rico Hatillo Beach Surfing NaN No Shark Involveent
1159 2011.00 Provoked DOMINICAN REPUBLIC Samaná Province Playa Jackson Fishing N NaN
1160 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Clovely Beach Swimming N White Shark
1161 2011.00 Unprovoked USA Florida Santa Maria Island, Manatee County Spearfishing N Bull Shark
1162 2011.00 Unprovoked USA South Carolina North Myrtle Beach, Horry County Jumping in the waves N NaN
1163 2011.00 Watercraft USA Hawaii Kauai Canoeing N NaN
1164 2011.00 Unprovoked REUNION Saint-Gilles Boucan-Canot Body boarding Y NaN
1165 2011.00 Unprovoked KENYA Coast Province Mama Ngina Beach, Mombasa Swimming Y NaN
1166 2011.00 Unprovoked USA Florida New Smyrna Beach Surfing N Shark
1167 2011.00 Unprovoked USA California Samoa Beach, Humboldt County Surfing N NaN
1168 2011.00 Unprovoked PAPUA NEW GUINEA Central Province Hula, near Port Moresby Kite Surfing N Tiger Shark
1169 2011.00 Unprovoked USA Hawaii Nimitz State Beach, Oahu Surfing N NaN
1170 2011.00 Unprovoked AUSTRALIA Western Australia Bunker Bay Body boarding Y White Shark
1171 2011.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark Possibly A Blactip Or Spinner Shark
1172 2011.00 Unprovoked USA Florida Crescent Beach St. Johns County Surfing N Shark
1173 2011.00 Invalid AUSTRALIA Queensland Fantome Island Swimming NaN Shark Involveent Prior Death Not Confired
1174 2011.00 Unprovoked USA Texas Grass Island, Aransas County Wade Fishing N NaN
1175 2011.00 Unprovoked RUSSIA Primorsky Krai Slavyanka Standing, collecting sea stars N NaN
1176 2011.00 Unprovoked USA North Carolina Buxton Beach, Dare County Surfing N NaN
1177 2011.00 Unprovoked USA North Carolina Holden Beach. Brunswick County NaN N NaN
1178 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Lookout Beach, near the Keurbooms river mouth ... Surfing Y White Shark
1179 2011.00 Unprovoked RUSSIA Peter the Great Bay, Khasan, Primorsky Krai (F... Zheltukhin Island Swimming N NaN
1180 2011.00 Unprovoked USA North Carolina Kure Beach, New Hanover County Wading N Sandtiger Shark
1181 2011.00 Invalid USA North Carolina Wrightsville Beach, New Hanover County NaN NaN Shark Involveent Not Confired
1182 2011.00 Unprovoked RUSSIA Telyakovsky Bay, Khasan, Primorsky Krai (Far ... Vityaz Swimming N Shark
1183 2011.00 Unprovoked FRENCH POLYNESIA Society Islands Teahupoo, Tahiti Surfing N Grey Reef Shark
1184 2011.00 Unprovoked USA Puerto Rico Vieques Floating N NaN
1185 2011.00 Unprovoked SEYCHELLES Praslin Anse Lazio Swimming or Snorkeling Y Bull Shark
1186 2011.00 Invalid USA South Carolina Myrtle Beach, Horry County Playing in the surf N Shark Involveent Not Confired
1187 2011.00 Unprovoked USA North Carolina Beaufort Inlet Swimming N NaN
1188 2011.00 Unprovoked SEYCHELLES Praslin Anse Lazio Diving Y NaN
1189 2011.00 Invalid BRAZIL Pernambuco Praia do Pina Swimming NaN Shark Involveent Prior Death Not Confired
1190 2011.00 Sea Disaster PHILIPPINES NaN NaN Sea disaster N NaN
1191 2011.00 Unprovoked USA New Jersey Egg Harbor, Atlantic County Wade Fishing N NaN
1192 2011.00 Unprovoked SOUTH AFRICA Eastern Cape Province Cintza Beach, East London Surfing N White Shark
1193 2011.00 Unprovoked USA North Carolina Ocracoke Island, Hyde County Boogie Boarding N NaN
1194 2011.00 Watercraft REUNION Saint-Gilles Brisants. Kayaking or Wave skiing N NaN
1195 2011.00 Unprovoked USA Texas South Padre Island, Cameron County Surf fishing N NaN
1196 2011.00 Unprovoked BAHAMAS Grand Bahama Island Off Lucaya Scuba diving N NaN
1197 2011.00 Unprovoked USA Texas Sunday Beach, Matagorda Island, Calhoun County Swimming N NaN
1198 2011.00 Unprovoked USA Texas Mustang Island, Nueces County Wade Fishing N NaN
1199 2011.00 Unprovoked REUNION Saint-Gilles Roches Noires Surfing N NaN
1200 2011.00 Unprovoked COLUMBIA Sucre Libertad, San Onofre Kayaking N NaN
1201 2011.00 Unprovoked TURKS & CAICOS Middle Caicos Mudjin Harbor Snorkeling N NaN
1202 2011.00 Unprovoked BRAZIL Pernambuco Praia do Pina Surfing N NaN
1203 2011.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Aliwal Shoal Scuba diving N Bull Shark Feale
1204 2011.00 Unprovoked USA North Carolina North Topsail Beach, Onslow County Playing in the surf N Bull Shark
1205 2011.00 Unprovoked USA California San Onofre State Beach, San Diego County Surfing N White Shark K
1206 2011.00 Unprovoked USA Florida Perdido Key, Escambia County Jet skiing N NaN
1207 2011.00 Unprovoked TURKS & CAICOS Caicos Bank French Cay Spearfishing N Shark
1208 2011.00 Unprovoked COSTA RICA Guanacaste Playa Grande Surfing Y NaN
1209 2011.00 Unprovoked REUNION Saint-Gilles-les-Bains Boucan-Canot Boogie Boarding Y NaN
1210 2011.00 Watercraft UNITED KINGDOM Cornwall St. Ives Fishing N Oceanic Whitetip Shark
1211 2011.00 Unprovoked USA Florida Off Jupiter Inlet, Palm Beach County Scuba diving N Blacktip Shark
1212 2011.00 Unprovoked COLUMBIA San Andrés archipelago Albuquerque Cay Spearfishing N NaN
1213 2011.00 Unprovoked USA California La Jolla, San Diego County Spearfishing N Sevengill Shark
1214 2011.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Wading N Shark
1215 2011.00 Unprovoked MALAYSIA Kedah Palau Payar Snorkeling N Blacktip Reef Shark
1216 2011.00 Unprovoked USA Texas Follett's Island, Brazoria County Standing or boogie boardin N NaN
1217 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach Surfing N White Shark
1218 2011.00 Unprovoked USA Hawaii Lyman Beach, Kailua-Kona Surfing N Tiger Shark
1219 2011.00 Unprovoked USA Hawaii Lyman Beach, Kailua-Kona Paddle boarding N Tiger Shark
1220 2011.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Levan Point Spearfishing Y Zabesi Shark
1221 2011.00 Unprovoked USA Florida Ponte Vedra Beach, St Johns County Body surfing N NaN
1222 2011.00 Unprovoked NEW CALEDONIA North Province Kendec Kite Boarding Y Tiger Shark
1223 2011.00 Unprovoked USA Florida Ormond Beach, Volusia County Surfing N NaN
1224 2011.00 Provoked USA Florida Miami Fishing N Sandbar Shark
1225 2011.00 Invalid UNITED ARAB EMIRATES (UAE) Umm al Qaywayan Province Khor Fakkan Fishing NaN Invalid
1226 2011.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Palm Beach Spearfishing N NaN
1227 2011.00 Unprovoked USA Florida Riviera Beach, Palm Beach County Spearfishing N Bull Shark
1228 2011.00 Unprovoked AUSTRALIA Western Australia Red Bluffs Washing sand off a speared fish N Reef Shark
1229 2011.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Shark
1230 2011.00 Unprovoked NEW ZEALAND South Island Snapper Point Surfing N Possibly A Bronze Whaler Shark
1231 2011.00 Unprovoked INDONESIA Bali Balian Surfing N Bull Shark
1232 2011.00 Unprovoked FIJI Vitu Levu Malake Island, Ra Province Diving N NaN
1233 2011.00 Provoked USA Texas Matagorda Beach Standing, holding shark pup N Blacktip Shark Pup
1234 2011.00 Unprovoked MEXICO Quintana Roo Gaviotas Beach, Cancun Swimming N Bull Shark
1235 2011.00 Unprovoked AUSTRALIA New South Wales Crowdy Head Surfing N Bull Shark
1236 2011.00 Unprovoked MEXICO Quintana Roo NaN Swimming N NaN
1237 2011.00 Unprovoked FIJI NaN Nukudamu Diving / fishing N NaN
1238 2011.00 Unprovoked AUSTRALIA New South Wales Jimmys Beach, Port Stephens Wakeboarding N Shark
1239 2011.00 Invalid EGYPT South Sinai Peninsula Sharm-el-Sheikh NaN NaN NaN
1240 2011.00 Unprovoked AUSTRALIA New South Wales Tallow Beach, Byron Bay Surfing N NaN
1241 2011.00 Provoked AUSTRALIA Queensland Between Fishing N Bull Shark
1242 2011.00 Unprovoked NEW CALEDONIA Loyalty Islands Bay of Bweedro, Ouvéa Spearfishing N Shark
1243 2011.00 Unprovoked REUNION Saint Gilles Trois-Roches Surfing N NaN
1244 2011.00 Unprovoked AUSTRALIA South Australia Off Perforated Island near Coffin Bay Diving for abalone Y White Shark
1245 2011.00 Provoked AUSTRALIA Queensland Sunshine Beach Fishing N Shark
1246 2011.00 Unprovoked AUSTRALIA Western Australia Exmouth Snorkeling N NaN
1247 2011.00 Provoked MEXICO Colima Manzanillo, Revillagigedo Islands Shark fishing on the Ricardo Astorga N NaN
1248 2011.00 Unprovoked SOUTH AFRICA Eastern Cape Province Sundays River Mouth, Port Elizabeth Surf fishing N NaN
1249 2011.00 Unprovoked MEXICO Quintana Roo Cancun Swimming N Shark
1250 2011.00 Provoked MEXICO Colima Revillagigedo Islands Shark fishing on the Don Agustín-VI. N NaN
1251 2011.00 Unprovoked BAHAMAS West End Tiger Beach Scuba diving N Caribbean Reef Shark
1252 2011.00 Invalid AUSTRALIA New South Wales Cudgen Creek Swimming NaN Shark Involveent Not Confired
1253 2011.00 Unprovoked SOUTH AFRICA Eastern Cape Province Second Beach, Port St. John's Surfing Y NaN
1254 2011.00 Unprovoked MEXICO Quintana Roo Xcalak Attempting to fix motor N NaN
1255 2011.00 Watercraft AUSTRALIA Western Australia Busselton Fishing N White Shark
1256 2010.00 Unprovoked USA Hawaii Kahului, Maui Body boarding N Shark
1257 2010.00 Unprovoked FIJI Vitu Levu Sigatoka Surfing N NaN
1258 2010.00 Unprovoked USA Hawaii Tavares Bay, Maui Surfing N NaN
1259 2010.00 Unprovoked EGYPT South Sinai Peninsula Middle Garden, Sharm el-Shiekh Snorkeling Y Oceanic Whitetip Shark
1260 2010.00 Unprovoked INDONESIA Bali Balian Surfing N NaN
1261 2010.00 Unprovoked EGYPT South Sinai Peninsula Ras Nasrani, Sharm el-Sheikh Snorkeling N Mako Shark
1262 2010.00 Unprovoked EGYPT South Sinai Peninsula Ras Nasrani, Sharm el-Sheikh Snorkeling N Mako Shark
1263 2010.00 Unprovoked EGYPT South Sinai Peninsula Coral Bay, Sharm el-Sheikh Snorkeling N Oceanic Whitetip Shark Feale
1264 2010.00 Unprovoked EGYPT South Sinai Peninsula Coral Bay, Sharm el-Sheikh Snorkeling N Oceanic Whitetip Shark Feale
1265 2010.00 Unprovoked SAMOA NaN NaN Fishing N NaN
1266 2010.00 Invalid AUSTRALIA Western Australia Native Dog Beach Swimming NaN Shark Involveent Not Confired
1267 2010.00 Provoked USA Palmyra Atoll NaN Snorkeling N NaN
1268 2010.00 Unprovoked DOMINICAN REPUBLIC NaN Boca Chica Diving Y NaN
1269 2010.00 Unprovoked INDONESIA Bali Balian Surfing N NaN
1270 2010.00 Watercraft AUSTRALIA Western Australia Between Carnac and Garden Islands Fishing N White Shark
1271 2010.00 Unprovoked AUSTRALIA Western Australia Off Garden Island Snorkeling N White Shark
1272 2010.00 Unprovoked AUSTRALIA Western Australia Cheynes Beach Spearfishing N NaN
1273 2010.00 Unprovoked USA Oregon Florence Surfing N NaN
1274 2010.00 Provoked AZORES NaN 350 miles from Faial Island Fishing N NaN
1275 2010.00 Unprovoked USA Maine Burnt Cove near Eastport, Washington County Scuba diving N Porbeagle Shark
1276 2010.00 Unprovoked AUSTRALIA Western Australia Wedge Island Kite Surfing N NaN
1277 2010.00 Unprovoked USA California Surf Beach, Vandenberg AFB, Santa Barbara County Body boarding Y White Shark
1278 2010.00 Unprovoked EGYPT South Sinai Peninsula Sharm el-Sheikh Snorkeling N NaN
1279 2010.00 Unprovoked AUSTRALIA New South Wales Mullaway Headland Surfing N Bull Shark
1280 2010.00 Unprovoked BAHAMAS Exuma Islands NaN Snorkeling N Leon Shark
1281 2010.00 Unprovoked BAHAMAS Abaco Islands Elbow Cay Surfing N Leon Shark
1282 2010.00 Unprovoked SOUTH AFRICA Western Cape Province Melkbaai, Strand Surfing N NaN
1283 2010.00 Unprovoked USA Oregon Winchester Bay Surfing N White Shark
1284 2010.00 Unprovoked USA Virginia Sandridge Beach Surfing N NaN
1285 2010.00 Unprovoked SOUTH AFRICA Western Cape Province Between Dyer Island and Pearly Beach Swimming Y White Shark
1286 2010.00 Unprovoked AUSTRALIA New South Wales Fraser's Reef Surfing N Shark
1287 2010.00 Unprovoked USA Florida St. Augustine, St. John's County Swimming N Shark
1288 2010.00 Unprovoked TONGA Ha'api NaN Swimming / Whale Watching N NaN
1289 2010.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
1290 2010.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
1291 2010.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N NaN
1292 2010.00 Unprovoked SOLOMON ISLANDS Western Province NaN NaN N NaN
1293 2010.00 Invalid BAHAMAS Exuma Islands Off Jaws Beach, New Providence Island Swimming after boat became disabled NaN Shark Involveent Prior Death Was Not Confired
1294 2010.00 Unprovoked USA Florida Crescent Beach St. Johns County Boogie Boarding N NaN
1295 2010.00 Unprovoked AUSTRALIA Western Australia Cowaramup Bay Surfing Y White Shark
1296 2010.00 Watercraft USA California Pigeon Point, San Mateo County Kayak Fishing N White Shark
1297 2010.00 Provoked AUSTRALIA Queensland Three Mile Creek, Townsville Fishing N NaN
1298 2010.00 Unprovoked SOUTH KOREA Jeju Province Jeju Island Swimming N NaN
1299 2010.00 Unprovoked AUSTRALIA New South Wales Crescent Head Surfing N NaN
1300 2010.00 Unprovoked USA North Carolina Figure Eight Island, Wilmington, New Hanover C... Surfing N NaN
1301 2010.00 Unprovoked MALTA NaN Off Fort St. Elmo, Valetta Windsurfing N Shark
1302 2010.00 Invalid USA Florida Bethune Beach, Volusia County Swimming NaN Shark Involveent Not Confired
1303 2010.00 Watercraft USA California Near oil rig Hondo, 5 nm from Gaviota, Santa B... Kayaking N White Shark
1304 2010.00 Unprovoked USA Florida Micklers Landing, St. Johns County Standing N Shark
1305 2010.00 Unprovoked USA South Carolina Isle of Palms, Charleston County Standing N Shark
1306 2010.00 Unprovoked USA Florida Jacksonville Beach, Duval County Surfing N NaN
1307 2010.00 Unprovoked USA South Carolina Myrtle Beach Swimming N Sall Blacktip Shark
1308 2010.00 Unprovoked USA North Carolina Wrightsville Beach, New Hanover County Swimming N Sandtiger Shark
1309 2010.00 Unprovoked USA Florida New Smyrna Beach Surfing N A Sall Spinner Shark
1310 2010.00 Provoked SPAIN Grand Canary Island Sardina del Norte, Gáldar Swimming N Angel Shark
1311 2010.00 Unprovoked USA Texas Galveston Fishing N NaN
1312 2010.00 Provoked USA Florida Lauderdale-by-the-Sea, Broward County Fishing N Nurse Shark Juvenile
1313 2010.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Two Mile Reef, Sodwana Bay Snorkeling N NaN
1314 2010.00 Provoked USA New York Off Long Island Fishing N Blue Shark
1315 2010.00 Unprovoked USA California Pismo Beach, San Luis Obispo County Surfing N Shark
1316 2010.00 Unprovoked USA California Dog Patch, San Onofre Stand-Up Paddleboarding N Shark
1317 2010.00 Unprovoked USA Texas Eight Mile Beach, Galveston Surfing N Bull Shark
1318 2010.00 Unprovoked USA South Carolina Fripp Island Boogie Boarding N NaN
1319 2010.00 Unprovoked USA North Carolina Topsail Island, Pender County Swimming N NaN
1320 2010.00 Unprovoked VIETNAM Binh Dinh Province Quy Nhon Swimming N Shark
1321 2010.00 Unprovoked USA Florida Jacksonville Boogie Boarding N Shark
1322 2010.00 Unprovoked AUSTRALIA Western Australia Conspicuous Beach, near Walpole Surfing N NaN
1323 2010.00 Unprovoked USA Florida Ponte Vedra Beach, St Johns County Surfing N NaN
1324 2010.00 Provoked USA Florida Off Tarpon Springs Fishing N Leon Shark
1325 2010.00 Unprovoked VIETNAM Binh Dinh Province Quy Nhon Rescuing N Shark
1326 2010.00 Unprovoked VIETNAM Binh Dinh Province Quy Nhon Swimming N Shark
1327 2010.00 Unprovoked AUSTRALIA New South Wales Point Plomer Surfing N NaN
1328 2010.00 Unprovoked MADAGASCAR Antsiranana Province Ambatolaoka, Nosy Be Island Scuba diving N NaN
1329 2010.00 Unprovoked USA Florida New Smyrna Beach Wading N Shark
1330 2010.00 Provoked USA Florida Hanalei Bay Measuring sharks N Leon Shark
1331 2010.00 Unprovoked USA Hawaii Hanalei Bay, Kauai Surfing N Shark
1332 2010.00 Unprovoked SOUTH AFRICA Eastern Cape Province East Beach, Port Alfred Surfing N Shark
1333 2010.00 Unprovoked EGYPT Sinai Peninsula Sharm el-Sheikh Swimming / treading water N Oceanic Whitetip Shark
1334 2010.00 Unprovoked REUNION Saint-Benoit Bittern Surfing N Shark
1335 2010.00 Unprovoked NEW ZEALAND South Island Tahunanui Beach Swimming N Blue Shark
1336 2010.00 Unprovoked SOUTH AFRICA Eastern Cape Province Yellow Sands Point Surfing N Shark
1337 2010.00 Unprovoked FIJI Off Vanua Levu Nara Reef Scuba diving Y NaN
1338 2010.00 Unprovoked AUSTRALIA Queensland Dent Island, Whitsundays Snorkeling N Shark
1339 2010.00 Unprovoked AUSTRALIA New South Wales Mona Vale Beach, Sydney Surfing N Wobbegong Shark
1340 2010.00 Provoked NEW ZEALAND South Island Cosy Nook Spearfishing N Shark
1341 2010.00 Unprovoked AUSTRALIA New South Wales Turners' Beach Body boarding N White Shark
1342 2010.00 Provoked USA Florida Riviera Beach Surf fishing / wading N Spinner Shark
1343 2010.00 Invalid GUAM Merizo Achang Reef Spearfishing (free diving) NaN Invalid
1344 2010.00 Unprovoked USA Florida Stuart, Martin County Kite Boarding Y NaN
1345 2010.00 Provoked NEW ZEALAND South Island Oreti Beach Boogie Boarding N Shark
1346 2010.00 Unprovoked BRAZIL Rio Grande Do Sul Atlantis Beach, near Tramandai Surfing N Thought Involve A Juvenile Haerhead Shark
1347 2010.00 Unprovoked AUSTRALIA Queensland Archie's Beach Surfing N NaN
1348 2010.00 Unprovoked UNITED ARAB EMIRATES (UAE) Dubai Umm Suqeim Beach, Dubai Surfing N NaN
1349 2010.00 Unprovoked AUSTRALIA Victoria Geelong Surfing N NaN
1350 2010.00 Unprovoked SOUTH AFRICA Western Province Fish Hoek Standing Y White Shark
1351 2010.00 Unprovoked AUSTRALIA Torres Strait Thursday Island Snorkeling N Whitetip Reef Shark
1352 2010.00 Unprovoked VIETNAM Binh Dinh Province Quy Nhon NaN N NaN
1353 2010.00 Unprovoked VIETNAM Binh Dinh Province Quy Nhon NaN N NaN
1354 2010.00 Unprovoked VIETNAM Binh Dinh Province Quy Nhon Bathing N NaN
1355 2010.00 Unprovoked USA Florida Elliot Key Spearfishing N NaN
1356 2010.00 Unprovoked SOUTH AFRICA Eastern Province Nahoon, East London Surfing N NaN
In [18]:
sharks['Species'].describe()
Out[18]:
count        831
unique       205
top        Shark
freq          72
Name: Species, dtype: object
In [19]:
sharks['Species'].value_counts()
Out[19]:
 Shark                                                           72
White Shark                                                      62
   Shark                                                         48
  Shark                                                          39
Shark Involveent Not Confired                                    33
White Shark                                                      31
Tiger Shark                                                      31
White Shark                                                      24
Bull Shark                                                       21
Bull Shark                                                       21
Tiger Shark                                                      19
No Shark Involveent                                              15
White Shark                                                      14
Wobbegong Shark                                                  12
Blacktip Shark                                                   12
Nurse Shark                                                      11
Bull Shark                                                       11
Bull Shark                                                       10
Sandtiger Shark                                                   9
White Shark                                                       9
Tiger Shark                                                       9
A Sall Shark                                                      7
Reef Shark                                                        7
Tiger Shark                                                       6
Oceanic Whitetip Shark                                            6
Leon Shark                                                        6
Leon Shark                                                        6
Shark Involveent Prior  Death Not Confired                        6
Blacktip Reef Shark                                               5
Bronze Whaler Shark                                               5
Nurse Shark                                                       5
Mako Shark                                                        5
Tiger Shark                                                       5
Invalid                                                           5
Grey Reef Shark                                                   4
Mako Shark                                                        4
Blacktip Shark                                                    4
Sall Shark                                                        4
    Shark                                                         4
Spinner Shark                                                     4
Cookiecutter Shark                                                4
Angel Shark                                                       4
Reef Shark                                                        4
Galapagos Shark                                                   4
Blacktip Shark                                                    4
Blue Shark                                                        4
Spinner Shark                                                     3
 White Shark                                                      3
Blacktip Or Spinner Shark                                         3
 Bull Shark                                                       3
 Bull Shark                                                       3
Oceanic Whitetip Shark                                            2
Shark Involveent Not Cofired                                      2
 Blacktip Shark                                                   2
Sall Nurse Shark                                                  2
Gill Shark                                                        2
Caribbean Reef Shark                                              2
Thought  Involve A White Shark                                    2
White Shark  Feale                                                2
Blue Shark                                                        2
Leon Shark                                                        2
Bronze Whaler                                                     2
Tiger Shark Feale                                                 2
Questionable                                                      2
Oceanic Whitetip Shark  Feale                                     2
     Shark                                                        2
Raggedoth Shark                                                   2
Sall Blacktip Shark                                               2
 Bull Shark                                                       2
 Tiger Shark                                                      2
Leon Shark Pup                                                    2
Haerhead Shark                                                    2
Wobbegong Shark                                                   2
Grey Reef Shark                                                   2
 White Shark                                                      2
Sevengill Shark                                                   2
Thought  Involve A Bull Shark                                     2
Shark Involveent Unconfired But Considered Probable               2
Wobbegong Shark                                                   1
Blacktip Reef Shark Juvenile                                      1
Whitetip Reef Shark                                               1
 Juvenile Blacktip Shark                                          1
Reported  Involve A Bull Shark                                    1
Wobbegong                                                         1
Oceanic Whitetip Shark                                            1
Shark Involveent Prior  Death Still  Be Deterined                 1
 Shark Possibly A Blactip Or Spinner Shark                        1
Salon Shark Juvenile                                              1
 Tp  Shark                                                        1
Blacktip Shark                                                    1
Shark Pup                                                         1
Haerhead Sp                                                       1
Grey Nurse Shark                                                  1
Spinner Shark Or Blacktip Shark                                   1
Nurse Shark Ft                                                    1
Haerhead Shark                                                    1
Injuries Not Caused By A Shark                                    1
Blue Shark                                                        1
     White Shark                                                  1
 Sandbar Shark                                                    1
 White Shark                                                      1
 Blacktip Reef Shark                                              1
Bull Shark  Feale                                                 1
Porbeagle Shark                                                   1
White Shark  K                                                    1
Tawny Nurse Shark                                                 1
   Bull Shark                                                     1
Porbeagle Shark                                                   1
Possibly A Bronze Whaler Shark                                    1
  Foot Shark                                                      1
Reef Shark                                                        1
Mako Shark                                                        1
Thought  Involve A    Shark But Shark Involveent Not Confired     1
Zabesi Shark                                                      1
Whitetip Shark                                                    1
Reported  Involve A White Shark                                   1
Shark Involveent Prior  Death Was Not Confired                    1
Sandtiger Shark                                                   1
Grey Nurse Shark                                                  1
Nurse Shark Juvenile                                              1
Injury Ost Likely Caused By Barracuda Not A Shark                 1
Bull Sharks                                                       1
  Tiger Shark                                                     1
Porbeagle                                                         1
Sall Bull Shark                                                   1
Blue Shark  Blue Shark                                            1
White Shark Or Oceanic Whitetip Shark                             1
Allegedly A   Tiger Shark                                         1
Sevengill Shark                                                   1
 Sall Blacktip Shark                                              1
Broadnose Seven Gill Shark                                        1
Caribbean Reef Shark                                              1
White Shark Juvenile                                              1
    Bull Shark                                                    1
Blacktip Shark Pup                                                1
Spinner Shark                                                     1
Sand Tiger Shark                                                  1
Dogfish Shark                                                     1
 Wobbegong Shark                                                  1
Reported As Shark Bite But Injury Caused By Stingray              1
Juvenile Shark                                                    1
 Raggedoth Shark                                                  1
   Shark                                                          1
 Shark Probably A Sooth Hound                                     1
White Shark                                                       1
Reported  Involve A   White Shark                                 1
Bronze Whaler                                                     1
Injury Believed Caused By An Eel Not A Shark                      1
Blacktip Or Spinner Shark                                         1
Shark Involveent Highly Doubtful                                  1
Soe Drowned But Other Ay Have Been Killed By Blue Sharks          1
No Shark Invovleent  It Ws A Publicity Stunt                      1
Shark Involveent Questionable                                     1
White Shark Feale                                                 1
Blacktip Shark Juvenile                                           1
Caribbean Reef Shark                                              1
Nurse Shark Juvenile                                              1
Bull Shark                                                        1
Grey Nurse Shark   Feale                                          1
Reef Shark                                                        1
Said  Involve An  Shark But Ore Likely Daage Caused By Debris     1
Possibly A Bull Shark                                             1
White Shark Or Bronze Whaler                                      1
Said  Involve A Blacktip Shark                                    1
   Blacktip Shark                                                 1
 Tawney Nurse Shark                                               1
Broadnose Sevengill Shark                                         1
Said  Involve A Bull Shark                                        1
Goblin Shark                                                      1
 Wobbegong                                                        1
Bull Shark Pup                                                    1
A Sall Spinner Shark                                              1
Salon Shark                                                       1
Bronze Whaler Sharks                                              1
Cow Shark                                                         1
Whitetip Reef Shark                                               1
Galapagos Shark                                                   1
 Nurse Shark                                                      1
Thought  Involve A Juvenile Haerhead Shark                        1
Salon Shark Suspected But Unlikely                                1
Port Jackson Shark                                                1
Shovelnose Shark Which Is A Ray Not A Shark                       1
Sall Sharks                                                       1
Possibly Juvenile Tiger Shark                                     1
Reported As Shark Attacks But Injuries Caused By Adfish           1
 Blue Shark                                                       1
    Sandtiger Shark                                               1
Shark Involveent Not Confired  Highly Unlikely                    1
Invalid Incident                                                  1
No Shark Invovleent                                               1
 Tiger Shark                                                      1
  Leon Shark                                                      1
Grey Reef Shark                                                   1
Oceanic Whitetip Shark                                            1
A Sall Reef Shark                                                 1
Tawny Nurse Shark                                                 1
 Etre Shark                                                       1
Sandbar Shark                                                     1
Raggedoth Shark                                                   1
Silky Shark                                                       1
Sandtiger Shark                                                   1
Tawny Nurse Shark C                                               1
 Leon Shark                                                       1
 White Shark                                                      1
      Shark                                                       1
Name: Species, dtype: int64
In [20]:
sharks['Species'] =sharks['Species'].str.replace('\d+', '').str.replace('M','').str.split().str.join(' ')
In [21]:
sharks['Species'].value_counts(normalize=True)
Out[21]:
Shark                                                         0.20
White Shark                                                   0.18
Tiger Shark                                                   0.09
Bull Shark                                                    0.09
Shark Involveent Not Confired                                 0.04
Blacktip Shark                                                0.03
Nurse Shark                                                   0.02
Leon Shark                                                    0.02
Wobbegong Shark                                               0.02
No Shark Involveent                                           0.02
Reef Shark                                                    0.02
Sandtiger Shark                                               0.01
Oceanic Whitetip Shark                                        0.01
ako Shark                                                     0.01
Spinner Shark                                                 0.01
Blue Shark                                                    0.01
Grey Reef Shark                                               0.01
A Sall Shark                                                  0.01
Shark Involveent Prior Death Not Confired                     0.01
Blacktip Reef Shark                                           0.01
Bronze Whaler Shark                                           0.01
Invalid                                                       0.01
Galapagos Shark                                               0.01
Cookiecutter Shark                                            0.00
Raggedoth Shark                                               0.00
Blacktip Or Spinner Shark                                     0.00
Sall Shark                                                    0.00
Angel Shark                                                   0.00
Caribbean Reef Shark                                          0.00
White Shark Feale                                             0.00
Haerhead Shark                                                0.00
Sall Blacktip Shark                                           0.00
Sevengill Shark                                               0.00
Bronze Whaler                                                 0.00
Wobbegong                                                     0.00
Gill Shark                                                    0.00
Oceanic Whitetip Shark Feale                                  0.00
Whitetip Reef Shark                                           0.00
Questionable                                                  0.00
Nurse Shark Juvenile                                          0.00
Sall Nurse Shark                                              0.00
Grey Nurse Shark                                              0.00
Shark Involveent Not Cofired                                  0.00
Sandbar Shark                                                 0.00
Thought Involve A White Shark                                 0.00
Porbeagle Shark                                               0.00
Shark Involveent Unconfired But Considered Probable           0.00
Tiger Shark Feale                                             0.00
Thought Involve A Bull Shark                                  0.00
Leon Shark Pup                                                0.00
Reported Involve A White Shark                                0.00
Tawny Nurse Shark                                             0.00
White Shark Or Bronze Whaler                                  0.00
Blacktip Shark Juvenile                                       0.00
Sand Tiger Shark                                              0.00
Dogfish Shark                                                 0.00
White Shark Or Oceanic Whitetip Shark                         0.00
Shark Involveent Not Confired Highly Unlikely                 0.00
Said Involve A Bull Shark                                     0.00
Reported As Shark Bite But Injury Caused By Stingray          0.00
Blacktip Shark Pup                                            0.00
Possibly A Bull Shark                                         0.00
Salon Shark Suspected But Unlikely                            0.00
Bull Shark Pup                                                0.00
Said Involve A Blacktip Shark                                 0.00
Shark Involveent Prior Death Was Not Confired                 0.00
White Shark Juvenile                                          0.00
Thought Involve A Shark But Shark Involveent Not Confired     0.00
Injury Ost Likely Caused By Barracuda Not A Shark             0.00
Grey Nurse Shark Feale                                        0.00
No Shark Invovleent It Ws A Publicity Stunt                   0.00
Bull Shark Feale                                              0.00
Whitetip Shark                                                0.00
Goblin Shark                                                  0.00
Shark Involveent Prior Death Still Be Deterined               0.00
Zabesi Shark                                                  0.00
Spinner Shark Or Blacktip Shark                               0.00
Reported Involve A Bull Shark                                 0.00
Porbeagle                                                     0.00
Shark Possibly A Blactip Or Spinner Shark                     0.00
Broadnose Seven Gill Shark                                    0.00
A Sall Spinner Shark                                          0.00
Thought Involve A Juvenile Haerhead Shark                     0.00
Blue Shark Blue Shark                                         0.00
A Sall Reef Shark                                             0.00
Juvenile Shark                                                0.00
Invalid Incident                                              0.00
Soe Drowned But Other Ay Have Been Killed By Blue Sharks      0.00
Possibly A Bronze Whaler Shark                                0.00
Tawney Nurse Shark                                            0.00
Reported As Shark Attacks But Injuries Caused By Adfish       0.00
Sall Sharks                                                   0.00
Allegedly A Tiger Shark                                       0.00
Port Jackson Shark                                            0.00
Shovelnose Shark Which Is A Ray Not A Shark                   0.00
Bull Sharks                                                   0.00
Sall Bull Shark                                               0.00
Broadnose Sevengill Shark                                     0.00
Salon Shark Juvenile                                          0.00
Juvenile Blacktip Shark                                       0.00
White Shark K                                                 0.00
Cow Shark                                                     0.00
Silky Shark                                                   0.00
Shark Pup                                                     0.00
Tp Shark                                                      0.00
Shark Involveent Highly Doubtful                              0.00
Possibly Juvenile Tiger Shark                                 0.00
Nurse Shark Ft                                                0.00
Shark Involveent Questionable                                 0.00
Bronze Whaler Sharks                                          0.00
Blacktip Reef Shark Juvenile                                  0.00
Etre Shark                                                    0.00
Tawny Nurse Shark C                                           0.00
No Shark Invovleent                                           0.00
Foot Shark                                                    0.00
Haerhead Sp                                                   0.00
Injury Believed Caused By An Eel Not A Shark                  0.00
Shark Probably A Sooth Hound                                  0.00
Said Involve An Shark But Ore Likely Daage Caused By Debris   0.00
Injuries Not Caused By A Shark                                0.00
Salon Shark                                                   0.00
Name: Species, dtype: float64
In [22]:
sharks['Species'] =sharks['Species'].str.replace('s','').str.replace('Sall','').str.replace('Pup','').str.replace(
    'Juvenile','')
In [23]:
white_shark = sharks[sharks['Species']=='White Shark']
pd.set_option('max_columns',None)
pd.set_option('max_rows',None)
white_shark
Out[23]:
Year Type Country State Location Activity Fatal Species
15 2020.00 Unprovoked USA California Coronado, San Diego County Swimming N White Shark
21 2020.00 Unprovoked AUSTRALIA South Australia Kangaroo Island Surfing N White Shark
40 2020.00 Unprovoked AUSTRALIA New South Wales Cabarita Beach Foil-boarding N White Shark
45 2020.00 Unprovoked AUSTRALIA Queensland Greenmount Beach, Coolangatta Surfing Y White Shark
48 2020.00 Watercraft AUSTRALIA New South Wales Forster Fishing / Filming sharks feeding on whale carcass N White Shark
50 2020.00 Unprovoked USA California Shelter Cove, Humboldt County Kayak fishing N White Shark
55 2020.00 Unprovoked AUSTRALIA New South Wales Shelly Beach, Port Macquarie Surfing N White Shark
60 2020.00 Unprovoked AUSTRALIA Western Australia Bunker Bay Beach Surfing N White Shark
62 2020.00 Watercraft AUSTRALIA Tasmania Tenth Island Sightseeing NaN White Shark
64 2020.00 Unprovoked USA Maine Bailey Island, Cumberland County Swimming Y White Shark
69 2020.00 Unprovoked AUSTRALIA Tasmania Off Stanley Fishing N White Shark
72 2020.00 Unprovoked AUSTRALIA New South Wales Wilsons Headland Surfing Y White Shark
80 2020.00 Unprovoked AUSTRALIA New South Wales Salt Beach near Kingscliff Surfing Y White Shark
89 2020.00 Unprovoked USA California Sand Dollar Beach, Santa Cruz County Surfing Y White Shark
101 2020.00 Provoked NEW ZEALAND North Island Stanmore Bay, Auckland Kayak fishing N White Shark
103 2020.00 Unprovoked NEW ZEALAND North Island Pauanui Beach Surfing N White Shark
112 2020.00 Unprovoked AUSTRALIA Western Australia Cull Island / Esperance Scuba diving Y White Shark
121 2019.00 Provoked AUSTRALIA New South Wales Shellharbour Fishing NaN White Shark
133 2019.00 Watercraft SOUTH AFRICA Eastern Cape Province East London Kayaking fishing N White Shark
134 2019.00 Unprovoked USA California San Onofre, San Diego County Surfing N White Shark
141 2019.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach Surfing N White Shark
142 2019.00 Watercraft USA California Ship Rock near Catalina, Los Angeles County Kayaking N White Shark
150 2019.00 Unprovoked AUSTRALIA Western Australia Burns Beach, Perth Spearfishing N White Shark
170 2019.00 Unprovoked NEW ZEALAND Chatham Islands Pitt Island or Chatham Island Scuba diving N White Shark
197 2019.00 Unprovoked USA California North Salmon Creek Beach, Sonoma County Surfing N White Shark
226 2019.00 Unprovoked USA California Sandspit Beach, Montaña de Oro State Park Surfing N White Shark
237 2018.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Tinley Manor Fishing N White Shark
248 2018.00 Unprovoked NEW ZEALAND North Island Baylys Beach Surfing N White Shark
253 2018.00 Unprovoked USA California Beacons Beach, San Diego County Diving N White Shark
255 2018.00 Watercraft USA California Humboldt County Fishing N White Shark
261 2018.00 Unprovoked USA Massachusetts Newcomb Hollow Beach, Wellfleet, Barnstable Co... Boogie boarding Y White Shark
273 2018.00 Unprovoked USA Massachusetts Longnook Beach, Truro, Barnstable County Swimming N White Shark
292 2018.00 Watercraft USA California Oceanside, San Diego County Paddling N White Shark
317 2018.00 Unprovoked AUSTRALIA Western Australia South Point, Gracetown Surfing N White Shark
319 2018.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach, Plettenberg Bay Surf-skiing N White Shark
329 2018.00 Unprovoked SOUTH AFRICA Eastern Cape Province St. Francis Bay Surfing N White Shark
335 2018.00 Unprovoked AUSTRALIA New South Wales Little Congwong Beach, La Perouse Swimming N White Shark
345 2018.00 Unprovoked AUSTRALIA New South Wales Martin Islet Free diving N White Shark
355 2017.00 Unprovoked USA California Stillwater Cove, Monterey County Spearfishing N White Shark
367 2017.00 Unprovoked AUSTRALIA South Australia Normanville Kayaking / Fishing N White Shark
374 2017.00 Unprovoked AUSTRALIA Western Australia Gracetown Surfing N White Shark
382 2017.00 Watercraft AUSTRALIA Westerm Australia Esperance Fishing N White Shark
385 2017.00 Unprovoked AUSTRALIA New South Wales Iluka Beach Surfing N White Shark
392 2017.00 Unprovoked AUSTRALIA Victoria Cathedral Rock Surfing N White Shark
396 2017.00 Unprovoked USA Massachusetts Marconi Beach, Wellfleet, Barnstable County SUP N White Shark
401 2017.00 Watercraft USA California Between Pescadero Point & Bean Hollow Beach, S... Fishing N White Shark
412 2017.00 Watercraft USA California Stearns Wharf, Santa Barbara Kayaking N White Shark
413 2017.00 Unprovoked USA California Seal Rock, Goleta Beach, Santa Barbara SUP N White Shark
414 2017.00 Unprovoked USA Washington South Beach, Westport, Grays Harbor County Surfing N White Shark
416 2017.00 Watercraft USA California Santa Cruz, Santa Cruz County Kayaking N White Shark
419 2017.00 Unprovoked SOUTH AFRICA Eastern Cape Province Nahoon Reef, East London Surfing N White Shark
429 2017.00 Unprovoked AUSTRALIA Western Australia Point Casuarina, Bunbury Body boarding N White Shark
451 2017.00 Unprovoked AUSTRALIA Western Australia Kelpies near Wylie Bay Surfing Y White Shark
465 2017.00 Watercraft USA California Monterey Bay Kayaking N White Shark
490 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Keurbooms Lagoon, Plettenberg Bay Surf skiing N White Shark
495 2016.00 Unprovoked AUSTRALIA New South Wales Booti Booti National Park Surfing N White Shark
504 2016.00 Invalid MEXICO NaN Guadalupe Island Cage Diving NaN White Shark
509 2016.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach, Ballina Surfing N White Shark
523 2016.00 Unprovoked USA California Refugio State Beach, Santa Barbara County Spearfishing N White Shark
534 2016.00 Watercraft AUSTRALIA Western Australia Near Albany NaN N White Shark
544 2016.00 Unprovoked USA California Surfside, Orange County Kite surfing N White Shark
548 2016.00 Watercraft USA California Capitola, Santa Cruz County Fishing N White Shark
550 2016.00 Watercraft USA California Off Palos Verdes peninsula, Los Angeles County Fishing N White Shark
556 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Ryspunt Spearfishing N White Shark
569 2016.00 Unprovoked AUSTRALIA Western Australia Falcon Beach, Mandurah Surfing Y White Shark
582 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach, Plettenberg Bay Surf-skiing N White Shark
619 2015.00 Watercraft SOUTH AFRICA KwaZulu-Natal Westbrook Beach Fishing N White Shark
625 2015.00 Watercraft AUSTRALIA New South Wales Lake Macquarie Fishing N White Shark
639 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Stil Bay Surfing N White Shark
655 2015.00 Watercraft USA California Horseshoe Rock, Santa Barbara County Kayak fishing N White Shark
664 2015.00 Unprovoked USA California El Pescador Beach, Los Angeles County Stand-Up Paddleboarding N White Shark
666 2015.00 Unprovoked AUSTRALIA New South Wales Hallidays Point Surf-skiing N White Shark
670 2015.00 Unprovoked USA California Morro Strand State Beach, San Luis Obispo County Surfing N White Shark
671 2015.00 Unprovoked USA California Morro Bay, San Luis Obispo County Surfing N White Shark
676 2015.00 Watercraft USA California Santa Barbara County Kayak Fishing N White Shark
679 2015.00 Unprovoked AUSTRALIA New South Wales Evans Head Surfing N White Shark
684 2015.00 Unprovoked AUSTRALIA Tasmania Lachan Island, Mercury Passage Scallop diving on hookah Y White Shark
688 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Jeffrey's Bay Surfing N White Shark
689 2015.00 Unprovoked USA California Huntington Beach, Orange County Surfing N White Shark
694 2015.00 Unprovoked AUSTRALIA New South Wales Lennox Head Surfing N White Shark
695 2015.00 Unprovoked AUSTRALIA New South Wales East Ballina Body boarding N White Shark
700 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Buffels Bay near Knysna Body Boarding N White Shark
702 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Lookout Beach, Plettenberg Bay Surfing N White Shark
707 2015.00 Invalid AUSTRALIA Western Australia Denmark Surfing N White Shark
726 2015.00 Unprovoked AUSTRALIA New South Wales Saltwater Beach Surfing N White Shark
727 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Port St. John's Diving N White Shark
730 2015.00 Unprovoked AUSTRALIA South Australia Fishery Bay Surfing N White Shark
731 2015.00 Unprovoked AUSTRALIA New South Wales Belongil Beach, Byron Bay Surf skiing N White Shark
738 2015.00 Watercraft SOUTH AFRICA Eastern Cape Province Yellow Sands Point Kayak Fishing N White Shark
745 2015.00 Watercraft ATLANTIC OCEAN NaN NaN Transatlantic Rowing N White Shark
754 2015.00 Watercraft USA Florida Off Panama City Fishing N White Shark
763 2014.00 Unprovoked AUSTRALIA Western Australia Three Stripes near Cheynes Beach Spearfishing Y White Shark
766 2014.00 Unprovoked USA California Montaña de Oro State Park, San Luis Obispo Cou... Surfing N White Shark
773 2014.00 Watercraft AUSTRALIA Western Australia Freo Fishing N White Shark
774 2014.00 Watercraft USA California Franklin Point, San Mateo County NaN N White Shark
792 2014.00 Watercraft USA California Santa Barbara County Kayaking N White Shark
793 2014.00 Watercraft USA California Santa Barbara County Kayaking N White Shark
795 2014.00 Unprovoked AUSTRALIA Western Australia Kelpids Beach, Wylie Bay, Esperance Surfing N White Shark
801 2014.00 Watercraft USA Massachusetts Manomet Point, Plymouth, Plymouth County Kayaking N White Shark
823 2014.00 Unprovoked SOUTH AFRICA Western Cape Province Muizenberg Surfing N White Shark
834 2014.00 Provoked USA California Manhattan Beach, Los Angeles County Swimming N White Shark
854 2014.00 Unprovoked AUSTRALIA South Australia Elliston, Eyre Peninsula Surfing N White Shark
864 2014.00 Watercraft SOUTH AFRICA NaN NaN Shark watching N White Shark
868 2014.00 Unprovoked AUSTRALIA New South Wales Tathra Swimming Y White Shark
888 2014.00 Watercraft NEW ZEALAND NaN Stewart Island Filming a documentary N White Shark
890 2013.00 Unprovoked SOUTH AFRICA Western Cape Province Die Platt Surfing N White Shark
899 2013.00 Unprovoked USA Oregon Gleneden Beach, Lincoln County Surfing N White Shark
912 2013.00 Unprovoked SOUTH AFRICA Eastern Cape Province Albatros Point, near Jeffrey's Bay Swimming / snorkeling Y White Shark
913 2013.00 Unprovoked AUSTRALIA Western Australia Off Poison Creek, Cape Arid Diving for Abalone N White Shark
914 2013.00 Unprovoked USA California Bunkers, Humboldt Bay, Eureka, Humboldt County Surfing N White Shark
937 2013.00 Unprovoked USA California Pillar Point, Half-Moon Bay, San Mateo County Surfing N White Shark
960 2013.00 Watercraft USA California Pacific State , San Mateo County Kayaking / Fishing N White Shark
999 2013.00 Unprovoked NEW ZEALAND North Island Muriwai Swimming Y White Shark
1005 2013.00 Watercraft AUSTRALIA Victoria Cape Nelson Fishing N White Shark
1025 2012.00 Unprovoked USA California Humboldt Bay, Eureka, Humboldt County Surfing N White Shark
1027 2012.00 Unprovoked USA California Surf Beach, Lompoc, Santa Barbara County Surfing Y White Shark
1064 2012.00 Unprovoked AUSTRALIA Western Australia Off Wedge Island Surfing Y White Shark
1086 2012.00 Unprovoked AUSTRALIA New South Wales Redhead Beach, Newcastle Surf skiing N White Shark
1094 2012.00 Watercraft USA California Leffingwell Landing, Cambria, San Luis Obispo... Kayaking / Fishing N White Shark
1096 2012.00 Unprovoked USA California Off Catalina Island Paddle boarding N White Shark
1098 2012.00 Unprovoked SOUTH AFRICA Western Cape Province Caves near Kogel Bay Body boarding Y White Shark
1099 2012.00 Watercraft AUSTRALIA South Australia Dolphin Bay, Innes National Park Kayaking N White Shark
1102 2012.00 Unprovoked AUSTRALIA Western Australia Stratham Beach Scuba diving Y White Shark
1104 2012.00 Watercraft AUSTRALIA Western Australia Kalbarri Crayfishing N White Shark
1117 2012.00 Watercraft SOUTH AFRICA Western Cape Province Strandfontein Fishing N White Shark
1123 2012.00 Unprovoked AUSTRALIA New South Wales Redhead Beach Surfing N White Shark
1125 2012.00 Unprovoked USA Oregon Lincoln City, Lincoln County Surfing N White Shark
1134 2011.00 Unprovoked AUSTRALIA New South Wales Angourie Surfing N White Shark
1142 2011.00 Watercraft USA California Pigeon Point Kayaking N White Shark
1146 2011.00 Unprovoked USA California Marina State Beach, Monterey County Surfing N White Shark
1149 2011.00 Unprovoked AUSTRALIA Western Australia Rottnest Island Diving Y White Shark
1150 2011.00 Unprovoked USA Oregon Newport, Lincoln County Surfing N White Shark
1160 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Clovely Beach Swimming N White Shark
1170 2011.00 Unprovoked AUSTRALIA Western Australia Bunker Bay Body boarding Y White Shark
1178 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Lookout Beach, near the Keurbooms river mouth ... Surfing Y White Shark
1192 2011.00 Unprovoked SOUTH AFRICA Eastern Cape Province Cintza Beach, East London Surfing N White Shark
1217 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach Surfing N White Shark
1244 2011.00 Unprovoked AUSTRALIA South Australia Off Perforated Island near Coffin Bay Diving for abalone Y White Shark
1255 2011.00 Watercraft AUSTRALIA Western Australia Busselton Fishing N White Shark
1270 2010.00 Watercraft AUSTRALIA Western Australia Between Carnac and Garden Islands Fishing N White Shark
1271 2010.00 Unprovoked AUSTRALIA Western Australia Off Garden Island Snorkeling N White Shark
1277 2010.00 Unprovoked USA California Surf Beach, Vandenberg AFB, Santa Barbara County Body boarding Y White Shark
1283 2010.00 Unprovoked USA Oregon Winchester Bay Surfing N White Shark
1285 2010.00 Unprovoked SOUTH AFRICA Western Cape Province Between Dyer Island and Pearly Beach Swimming Y White Shark
1295 2010.00 Unprovoked AUSTRALIA Western Australia Cowaramup Bay Surfing Y White Shark
1296 2010.00 Watercraft USA California Pigeon Point, San Mateo County Kayak Fishing N White Shark
1303 2010.00 Watercraft USA California Near oil rig Hondo, 5 nm from Gaviota, Santa B... Kayaking N White Shark
1341 2010.00 Unprovoked AUSTRALIA New South Wales Turners' Beach Body boarding N White Shark
1350 2010.00 Unprovoked SOUTH AFRICA Western Province Fish Hoek Standing Y White Shark
In [24]:
white_shark.iloc[[8,17,56],[6]] = 'N'
white_shark.iloc[[10],[4]] = 'Stanley'
white_shark.iloc[[56],[3]] = 'Baja California'
white_shark.iloc[[59],[5]] = 'Free diving'
white_shark.iloc[[77],[4]] = 'Jeffreys Bay'
white_shark.iloc[[85],[4]] = 'Port St. Johns'
white_shark.iloc[[89],[3,4]] = 'Atlantic Ocean'
white_shark.iloc[[93],[4]] = 'Fremantle'
white_shark.iloc[[94],[5]] = 'Boat attack'
white_shark.iloc[[102],[3,4]] = 'South Africa'
white_shark.iloc[[104],[3]] = 'Southland'
white_shark.iloc[[107],[4]] = 'Albatros Point, near Jeffreys Bay'
white_shark.iloc[[147],[4]] = 'Turners Beach'
white_shark
Out[24]:
Year Type Country State Location Activity Fatal Species
15 2020.00 Unprovoked USA California Coronado, San Diego County Swimming N White Shark
21 2020.00 Unprovoked AUSTRALIA South Australia Kangaroo Island Surfing N White Shark
40 2020.00 Unprovoked AUSTRALIA New South Wales Cabarita Beach Foil-boarding N White Shark
45 2020.00 Unprovoked AUSTRALIA Queensland Greenmount Beach, Coolangatta Surfing Y White Shark
48 2020.00 Watercraft AUSTRALIA New South Wales Forster Fishing / Filming sharks feeding on whale carcass N White Shark
50 2020.00 Unprovoked USA California Shelter Cove, Humboldt County Kayak fishing N White Shark
55 2020.00 Unprovoked AUSTRALIA New South Wales Shelly Beach, Port Macquarie Surfing N White Shark
60 2020.00 Unprovoked AUSTRALIA Western Australia Bunker Bay Beach Surfing N White Shark
62 2020.00 Watercraft AUSTRALIA Tasmania Tenth Island Sightseeing N White Shark
64 2020.00 Unprovoked USA Maine Bailey Island, Cumberland County Swimming Y White Shark
69 2020.00 Unprovoked AUSTRALIA Tasmania Stanley Fishing N White Shark
72 2020.00 Unprovoked AUSTRALIA New South Wales Wilsons Headland Surfing Y White Shark
80 2020.00 Unprovoked AUSTRALIA New South Wales Salt Beach near Kingscliff Surfing Y White Shark
89 2020.00 Unprovoked USA California Sand Dollar Beach, Santa Cruz County Surfing Y White Shark
101 2020.00 Provoked NEW ZEALAND North Island Stanmore Bay, Auckland Kayak fishing N White Shark
103 2020.00 Unprovoked NEW ZEALAND North Island Pauanui Beach Surfing N White Shark
112 2020.00 Unprovoked AUSTRALIA Western Australia Cull Island / Esperance Scuba diving Y White Shark
121 2019.00 Provoked AUSTRALIA New South Wales Shellharbour Fishing N White Shark
133 2019.00 Watercraft SOUTH AFRICA Eastern Cape Province East London Kayaking fishing N White Shark
134 2019.00 Unprovoked USA California San Onofre, San Diego County Surfing N White Shark
141 2019.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach Surfing N White Shark
142 2019.00 Watercraft USA California Ship Rock near Catalina, Los Angeles County Kayaking N White Shark
150 2019.00 Unprovoked AUSTRALIA Western Australia Burns Beach, Perth Spearfishing N White Shark
170 2019.00 Unprovoked NEW ZEALAND Chatham Islands Pitt Island or Chatham Island Scuba diving N White Shark
197 2019.00 Unprovoked USA California North Salmon Creek Beach, Sonoma County Surfing N White Shark
226 2019.00 Unprovoked USA California Sandspit Beach, Montaña de Oro State Park Surfing N White Shark
237 2018.00 Unprovoked SOUTH AFRICA KwaZulu-Natal Tinley Manor Fishing N White Shark
248 2018.00 Unprovoked NEW ZEALAND North Island Baylys Beach Surfing N White Shark
253 2018.00 Unprovoked USA California Beacons Beach, San Diego County Diving N White Shark
255 2018.00 Watercraft USA California Humboldt County Fishing N White Shark
261 2018.00 Unprovoked USA Massachusetts Newcomb Hollow Beach, Wellfleet, Barnstable Co... Boogie boarding Y White Shark
273 2018.00 Unprovoked USA Massachusetts Longnook Beach, Truro, Barnstable County Swimming N White Shark
292 2018.00 Watercraft USA California Oceanside, San Diego County Paddling N White Shark
317 2018.00 Unprovoked AUSTRALIA Western Australia South Point, Gracetown Surfing N White Shark
319 2018.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach, Plettenberg Bay Surf-skiing N White Shark
329 2018.00 Unprovoked SOUTH AFRICA Eastern Cape Province St. Francis Bay Surfing N White Shark
335 2018.00 Unprovoked AUSTRALIA New South Wales Little Congwong Beach, La Perouse Swimming N White Shark
345 2018.00 Unprovoked AUSTRALIA New South Wales Martin Islet Free diving N White Shark
355 2017.00 Unprovoked USA California Stillwater Cove, Monterey County Spearfishing N White Shark
367 2017.00 Unprovoked AUSTRALIA South Australia Normanville Kayaking / Fishing N White Shark
374 2017.00 Unprovoked AUSTRALIA Western Australia Gracetown Surfing N White Shark
382 2017.00 Watercraft AUSTRALIA Westerm Australia Esperance Fishing N White Shark
385 2017.00 Unprovoked AUSTRALIA New South Wales Iluka Beach Surfing N White Shark
392 2017.00 Unprovoked AUSTRALIA Victoria Cathedral Rock Surfing N White Shark
396 2017.00 Unprovoked USA Massachusetts Marconi Beach, Wellfleet, Barnstable County SUP N White Shark
401 2017.00 Watercraft USA California Between Pescadero Point & Bean Hollow Beach, S... Fishing N White Shark
412 2017.00 Watercraft USA California Stearns Wharf, Santa Barbara Kayaking N White Shark
413 2017.00 Unprovoked USA California Seal Rock, Goleta Beach, Santa Barbara SUP N White Shark
414 2017.00 Unprovoked USA Washington South Beach, Westport, Grays Harbor County Surfing N White Shark
416 2017.00 Watercraft USA California Santa Cruz, Santa Cruz County Kayaking N White Shark
419 2017.00 Unprovoked SOUTH AFRICA Eastern Cape Province Nahoon Reef, East London Surfing N White Shark
429 2017.00 Unprovoked AUSTRALIA Western Australia Point Casuarina, Bunbury Body boarding N White Shark
451 2017.00 Unprovoked AUSTRALIA Western Australia Kelpies near Wylie Bay Surfing Y White Shark
465 2017.00 Watercraft USA California Monterey Bay Kayaking N White Shark
490 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Keurbooms Lagoon, Plettenberg Bay Surf skiing N White Shark
495 2016.00 Unprovoked AUSTRALIA New South Wales Booti Booti National Park Surfing N White Shark
504 2016.00 Invalid MEXICO Baja California Guadalupe Island Cage Diving N White Shark
509 2016.00 Unprovoked AUSTRALIA New South Wales Lighthouse Beach, Ballina Surfing N White Shark
523 2016.00 Unprovoked USA California Refugio State Beach, Santa Barbara County Spearfishing N White Shark
534 2016.00 Watercraft AUSTRALIA Western Australia Near Albany Free diving N White Shark
544 2016.00 Unprovoked USA California Surfside, Orange County Kite surfing N White Shark
548 2016.00 Watercraft USA California Capitola, Santa Cruz County Fishing N White Shark
550 2016.00 Watercraft USA California Off Palos Verdes peninsula, Los Angeles County Fishing N White Shark
556 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Ryspunt Spearfishing N White Shark
569 2016.00 Unprovoked AUSTRALIA Western Australia Falcon Beach, Mandurah Surfing Y White Shark
582 2016.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach, Plettenberg Bay Surf-skiing N White Shark
619 2015.00 Watercraft SOUTH AFRICA KwaZulu-Natal Westbrook Beach Fishing N White Shark
625 2015.00 Watercraft AUSTRALIA New South Wales Lake Macquarie Fishing N White Shark
639 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Stil Bay Surfing N White Shark
655 2015.00 Watercraft USA California Horseshoe Rock, Santa Barbara County Kayak fishing N White Shark
664 2015.00 Unprovoked USA California El Pescador Beach, Los Angeles County Stand-Up Paddleboarding N White Shark
666 2015.00 Unprovoked AUSTRALIA New South Wales Hallidays Point Surf-skiing N White Shark
670 2015.00 Unprovoked USA California Morro Strand State Beach, San Luis Obispo County Surfing N White Shark
671 2015.00 Unprovoked USA California Morro Bay, San Luis Obispo County Surfing N White Shark
676 2015.00 Watercraft USA California Santa Barbara County Kayak Fishing N White Shark
679 2015.00 Unprovoked AUSTRALIA New South Wales Evans Head Surfing N White Shark
684 2015.00 Unprovoked AUSTRALIA Tasmania Lachan Island, Mercury Passage Scallop diving on hookah Y White Shark
688 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Jeffreys Bay Surfing N White Shark
689 2015.00 Unprovoked USA California Huntington Beach, Orange County Surfing N White Shark
694 2015.00 Unprovoked AUSTRALIA New South Wales Lennox Head Surfing N White Shark
695 2015.00 Unprovoked AUSTRALIA New South Wales East Ballina Body boarding N White Shark
700 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Buffels Bay near Knysna Body Boarding N White Shark
702 2015.00 Unprovoked SOUTH AFRICA Western Cape Province Lookout Beach, Plettenberg Bay Surfing N White Shark
707 2015.00 Invalid AUSTRALIA Western Australia Denmark Surfing N White Shark
726 2015.00 Unprovoked AUSTRALIA New South Wales Saltwater Beach Surfing N White Shark
727 2015.00 Unprovoked SOUTH AFRICA Eastern Cape Province Port St. Johns Diving N White Shark
730 2015.00 Unprovoked AUSTRALIA South Australia Fishery Bay Surfing N White Shark
731 2015.00 Unprovoked AUSTRALIA New South Wales Belongil Beach, Byron Bay Surf skiing N White Shark
738 2015.00 Watercraft SOUTH AFRICA Eastern Cape Province Yellow Sands Point Kayak Fishing N White Shark
745 2015.00 Watercraft ATLANTIC OCEAN Atlantic Ocean Atlantic Ocean Transatlantic Rowing N White Shark
754 2015.00 Watercraft USA Florida Off Panama City Fishing N White Shark
763 2014.00 Unprovoked AUSTRALIA Western Australia Three Stripes near Cheynes Beach Spearfishing Y White Shark
766 2014.00 Unprovoked USA California Montaña de Oro State Park, San Luis Obispo Cou... Surfing N White Shark
773 2014.00 Watercraft AUSTRALIA Western Australia Fremantle Fishing N White Shark
774 2014.00 Watercraft USA California Franklin Point, San Mateo County Boat attack N White Shark
792 2014.00 Watercraft USA California Santa Barbara County Kayaking N White Shark
793 2014.00 Watercraft USA California Santa Barbara County Kayaking N White Shark
795 2014.00 Unprovoked AUSTRALIA Western Australia Kelpids Beach, Wylie Bay, Esperance Surfing N White Shark
801 2014.00 Watercraft USA Massachusetts Manomet Point, Plymouth, Plymouth County Kayaking N White Shark
823 2014.00 Unprovoked SOUTH AFRICA Western Cape Province Muizenberg Surfing N White Shark
834 2014.00 Provoked USA California Manhattan Beach, Los Angeles County Swimming N White Shark
854 2014.00 Unprovoked AUSTRALIA South Australia Elliston, Eyre Peninsula Surfing N White Shark
864 2014.00 Watercraft SOUTH AFRICA South Africa South Africa Shark watching N White Shark
868 2014.00 Unprovoked AUSTRALIA New South Wales Tathra Swimming Y White Shark
888 2014.00 Watercraft NEW ZEALAND Southland Stewart Island Filming a documentary N White Shark
890 2013.00 Unprovoked SOUTH AFRICA Western Cape Province Die Platt Surfing N White Shark
899 2013.00 Unprovoked USA Oregon Gleneden Beach, Lincoln County Surfing N White Shark
912 2013.00 Unprovoked SOUTH AFRICA Eastern Cape Province Albatros Point, near Jeffreys Bay Swimming / snorkeling Y White Shark
913 2013.00 Unprovoked AUSTRALIA Western Australia Off Poison Creek, Cape Arid Diving for Abalone N White Shark
914 2013.00 Unprovoked USA California Bunkers, Humboldt Bay, Eureka, Humboldt County Surfing N White Shark
937 2013.00 Unprovoked USA California Pillar Point, Half-Moon Bay, San Mateo County Surfing N White Shark
960 2013.00 Watercraft USA California Pacific State , San Mateo County Kayaking / Fishing N White Shark
999 2013.00 Unprovoked NEW ZEALAND North Island Muriwai Swimming Y White Shark
1005 2013.00 Watercraft AUSTRALIA Victoria Cape Nelson Fishing N White Shark
1025 2012.00 Unprovoked USA California Humboldt Bay, Eureka, Humboldt County Surfing N White Shark
1027 2012.00 Unprovoked USA California Surf Beach, Lompoc, Santa Barbara County Surfing Y White Shark
1064 2012.00 Unprovoked AUSTRALIA Western Australia Off Wedge Island Surfing Y White Shark
1086 2012.00 Unprovoked AUSTRALIA New South Wales Redhead Beach, Newcastle Surf skiing N White Shark
1094 2012.00 Watercraft USA California Leffingwell Landing, Cambria, San Luis Obispo... Kayaking / Fishing N White Shark
1096 2012.00 Unprovoked USA California Off Catalina Island Paddle boarding N White Shark
1098 2012.00 Unprovoked SOUTH AFRICA Western Cape Province Caves near Kogel Bay Body boarding Y White Shark
1099 2012.00 Watercraft AUSTRALIA South Australia Dolphin Bay, Innes National Park Kayaking N White Shark
1102 2012.00 Unprovoked AUSTRALIA Western Australia Stratham Beach Scuba diving Y White Shark
1104 2012.00 Watercraft AUSTRALIA Western Australia Kalbarri Crayfishing N White Shark
1117 2012.00 Watercraft SOUTH AFRICA Western Cape Province Strandfontein Fishing N White Shark
1123 2012.00 Unprovoked AUSTRALIA New South Wales Redhead Beach Surfing N White Shark
1125 2012.00 Unprovoked USA Oregon Lincoln City, Lincoln County Surfing N White Shark
1134 2011.00 Unprovoked AUSTRALIA New South Wales Angourie Surfing N White Shark
1142 2011.00 Watercraft USA California Pigeon Point Kayaking N White Shark
1146 2011.00 Unprovoked USA California Marina State Beach, Monterey County Surfing N White Shark
1149 2011.00 Unprovoked AUSTRALIA Western Australia Rottnest Island Diving Y White Shark
1150 2011.00 Unprovoked USA Oregon Newport, Lincoln County Surfing N White Shark
1160 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Clovely Beach Swimming N White Shark
1170 2011.00 Unprovoked AUSTRALIA Western Australia Bunker Bay Body boarding Y White Shark
1178 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Lookout Beach, near the Keurbooms river mouth ... Surfing Y White Shark
1192 2011.00 Unprovoked SOUTH AFRICA Eastern Cape Province Cintza Beach, East London Surfing N White Shark
1217 2011.00 Unprovoked SOUTH AFRICA Western Cape Province Robberg Beach Surfing N White Shark
1244 2011.00 Unprovoked AUSTRALIA South Australia Off Perforated Island near Coffin Bay Diving for abalone Y White Shark
1255 2011.00 Watercraft AUSTRALIA Western Australia Busselton Fishing N White Shark
1270 2010.00 Watercraft AUSTRALIA Western Australia Between Carnac and Garden Islands Fishing N White Shark
1271 2010.00 Unprovoked AUSTRALIA Western Australia Off Garden Island Snorkeling N White Shark
1277 2010.00 Unprovoked USA California Surf Beach, Vandenberg AFB, Santa Barbara County Body boarding Y White Shark
1283 2010.00 Unprovoked USA Oregon Winchester Bay Surfing N White Shark
1285 2010.00 Unprovoked SOUTH AFRICA Western Cape Province Between Dyer Island and Pearly Beach Swimming Y White Shark
1295 2010.00 Unprovoked AUSTRALIA Western Australia Cowaramup Bay Surfing Y White Shark
1296 2010.00 Watercraft USA California Pigeon Point, San Mateo County Kayak Fishing N White Shark
1303 2010.00 Watercraft USA California Near oil rig Hondo, 5 nm from Gaviota, Santa B... Kayaking N White Shark
1341 2010.00 Unprovoked AUSTRALIA New South Wales Turners Beach Body boarding N White Shark
1350 2010.00 Unprovoked SOUTH AFRICA Western Province Fish Hoek Standing Y White Shark
In [25]:
white_shark.isnull().sum()
Out[25]:
Year        0
Type        0
Country     0
State       0
Location    0
Activity    0
Fatal       0
Species     0
dtype: int64
In [26]:
white_shark.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 149 entries, 15 to 1350
Data columns (total 8 columns):
 #   Column    Non-Null Count  Dtype  
---  ------    --------------  -----  
 0   Year      149 non-null    float64
 1   Type      149 non-null    object 
 2   Country   149 non-null    object 
 3   State     149 non-null    object 
 4   Location  149 non-null    object 
 5   Activity  149 non-null    object 
 6   Fatal     149 non-null    object 
 7   Species   149 non-null    object 
dtypes: float64(1), object(7)
memory usage: 10.5+ KB
In [27]:
white_shark.shape
Out[27]:
(149, 8)
In [28]:
white_shark['Fatal'].count()
Out[28]:
149
In [29]:
white_shark[white_shark['Fatal']=='Y'].count()
Out[29]:
Year        26
Type        26
Country     26
State       26
Location    26
Activity    26
Fatal       26
Species     26
dtype: int64
In [30]:
cols_to_include_1 = ['Year','Type','Country','State','Location','Activity', 'Fatal','Species']
df1= white_shark[cols_to_include_1]
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
white_shark_df = df1[df1.Year.isin(range(2010,2021))]
white_shark_df.head()
Out[30]:
Year Type Country State Location Activity Fatal Species
15 2020.00 Unprovoked USA California Coronado, San Diego County Swimming N White Shark
21 2020.00 Unprovoked AUSTRALIA South Australia Kangaroo Island Surfing N White Shark
40 2020.00 Unprovoked AUSTRALIA New South Wales Cabarita Beach Foil-boarding N White Shark
45 2020.00 Unprovoked AUSTRALIA Queensland Greenmount Beach, Coolangatta Surfing Y White Shark
48 2020.00 Watercraft AUSTRALIA New South Wales Forster Fishing / Filming sharks feeding on whale carcass N White Shark
In [31]:
sns.countplot(x='Species', hue='Fatal',data=white_shark_df)
Out[31]:
<AxesSubplot:xlabel='Species', ylabel='count'>
In [32]:
tiger_shark = sharks[sharks['Species']=='Tiger Shark']
tiger_shark
Out[32]:
Year Type Country State Location Activity Fatal Species
17 2020.00 Unprovoked ST MARTIN NaN Orient Beach Swimming Y Tiger Shark
19 2020.00 Unprovoked USA Hawaii Honolua Bay Surfing Y Tiger Shark
24 2020.00 Unprovoked NEW CALEDONIA South Province St. Vincent Bay Snorkeling N Tiger Shark
25 2020.00 Unprovoked AUSTRALIA Western Australia Cable Beach Body boarding Y Tiger Shark
79 2020.00 Unprovoked NEW CALEDONIA South Province Plateau de Ricaudy, Nouméa Windsurfing Y Tiger Shark
83 2020.00 Unprovoked USA Hawaii Davidsons Beach, Kauai Surfing N Tiger Shark
104 2020.00 Unprovoked USA Maui Wailea Stand-Up Paddle boarding N Tiger Shark
122 2019.00 Questionable REUNION ISLAND NaN NaN Kayaking F Tiger Shark
124 2019.00 Unprovoked USA Hawaii Cove Park, Kihei, Maui Stand-Up Paddleboarding N Tiger Shark
135 2019.00 Questionable REUNION ISLAND Saint-Gilles L’Hermitage Lagoon Snorkeling Y Tiger Shark
136 2019.00 Unprovoked AUSTRALIA Queensland Off Airlie Beach, Whitsundays Snorkeling N Tiger Shark
192 2019.00 Unprovoked FIJI NaN Beqa Scuba diving N Tiger Shark
201 2019.00 Unprovoked USA Hawaii Anaehoomalu Bay, Hawaii Kayaking N Tiger Shark
204 2019.00 Questionable USA Hawaii North Koahala, Big Island Picking opihi N Tiger Shark
218 2019.00 Unprovoked USA Hawaii Hanalei Bay, Kauai Surfing N Tiger Shark
227 2018.00 Unprovoked MEXICO Sonora Southeast of Puerto Peñasco Diving Y Tiger Shark
236 2018.00 Watercraft AUSTRALIA Queensland Moffat Beach Kayaking N Tiger Shark
263 2018.00 Unprovoked USA Hawaii Pounders Beach, Oahu Stand-Up Paddleboarding N Tiger Shark
277 2018.00 Unprovoked EGYPT NaN Marsa Alam Snorkeling Y Tiger Shark
297 2018.00 Provoked MEXICO Colima La Ticla Free diving N Tiger Shark
299 2018.00 Unprovoked BRAZIL Pernambuco Piedade Beach, Recife Swimming Y Tiger Shark
313 2018.00 Unprovoked COSTA RICA Cocos Island Manuelita Scuba diving N Tiger Shark
318 2018.00 Unprovoked MALDIVES Alifu Alifu Atoll Madoogali Fishing N Tiger Shark
325 2018.00 Unprovoked BAHAMAS New Providence Nirvana Beach Surfing N Tiger Shark
330 2018.00 Unprovoked USA Hawaii Kukio Beach Stand-Up Paddleboarding N Tiger Shark
348 2017.00 Unprovoked USA Hawaii Hultin's Beach, Oahu Surfing N Tiger Shark
359 2017.00 Unprovoked CUBA Holquin Province Guardalavaca Beach Night bathing Y Tiger Shark
370 2017.00 Unprovoked USA Hawaii Davidsons Beach, Kekaha, Kauai Surfing N Tiger Shark
418 2017.00 Provoked MEXICO Tabasco Sánchez Magallanes, Cárdenas Fishing N Tiger Shark
434 2017.00 Unprovoked BAHAMAS New Providence Athol Island Snorkeling N Tiger Shark
436 2017.00 Unprovoked USA Florida Off Jupiter Feeding sharks N Tiger Shark
452 2017.00 Unprovoked USA Hawaii Kekaha Beach, Kauai Surfing N Tiger Shark
476 2017.00 Watercraft SOUTH AFRICA KwaZulu-Natal Eastmoor Crescent Beach Fishing N Tiger Shark
497 2016.00 Unprovoked USA Hawaii Kamaole Beach Park I, Maui Floating N Tiger Shark
518 2016.00 Unprovoked USA Hawaii Makaha, Oahu Swimming N Tiger Shark
530 2016.00 Unprovoked USA Hawaii Maui SUP Foil boarding N Tiger Shark
541 2016.00 Watercraft USA Alabama 8 miles off Mobile Fishing N Tiger Shark
587 2016.00 Unprovoked NEW CALEDONIA Grand Terre Poe Beach Walking Y Tiger Shark
615 2016.00 Unprovoked USA Hawaii Wailea Beach, Maui Paddle boarding N Tiger Shark
623 2015.00 Unprovoked BRAZIL Pernambuco Fernano de Noronha Scuba diving N Tiger Shark
644 2015.00 Unprovoked USA Hawaii Lanikai Beach, Kailua, Oahu Swimming N Tiger Shark
647 2015.00 Unprovoked USA Hawaii Leftovers, Oahu Surfing N Tiger Shark
657 2015.00 Unprovoked USA Hawaii Upolu Point, North Kohala, Big Island Spearfishing N Tiger Shark
669 2015.00 Unprovoked FIJI NaN NaN Spearfishing N Tiger Shark
740 2015.00 Unprovoked USA Hawaii Hapuna Beach Standing / Snorkeling N Tiger Shark
746 2015.00 Unprovoked REUNION d’Étang-Salé Ravine Mula Swimming Y Tiger Shark
769 2014.00 Unprovoked AUSTRALIA Queensland Rudder Reef Spearfishing Y Tiger Shark
779 2014.00 Unprovoked USA Hawaii North Kohala, Hawaii County Surfing N Tiger Shark
781 2014.00 Unprovoked USA Hawaii Kihei, Maui Stand-Up Paddleboarding N Tiger Shark
892 2013.00 Unprovoked USA Hawaii Ninole Bay, Hawaii County Boogie boarding N Tiger Shark
896 2013.00 Unprovoked AUSTRALIA New South Wales Riecks Point, Campbell’s Beach, Body boarding Y Tiger Shark
904 2013.00 Unprovoked USA Hawaii Kanaha Beach, Maui Kiteboarding N Tiger Shark
910 2013.00 Unprovoked USA Hawaii Pila'a Beach, Kaua'i Surfing N Tiger Shark
938 2013.00 Unprovoked USA Hawaii Makenat, Maui Snorkeling Y Tiger Shark
947 2013.00 Unprovoked USA Hawaii White Plains Beach, Oahu Surfing N Tiger Shark
963 2013.00 Unprovoked USA Hawaii Kona Coast State Park Swimming N Tiger Shark
979 2013.00 Unprovoked MEXICO Quintana Roo Seagull Beach, Cancun Swimming N Tiger Shark
995 2013.00 Unprovoked JAMAICA St. Catherine Pillikin Red Light area Spearfishing Y Tiger Shark
1008 2013.00 Unprovoked USA Hawaii Kiholo Bay Surfing N Tiger Shark
1014 2012.00 Unprovoked SOUTH AFRICA Eastern Cape Province Port St. John's Swimming Y Tiger Shark
1015 2012.00 Unprovoked AUSTRALIA Western Australia Trigg Beach Surfing N Tiger Shark
1019 2012.00 Unprovoked USA Hawaii Kihei, Maui Snorkeling N Tiger Shark
1023 2012.00 Unprovoked USA Hawaii Makena Landing, Maui Diving N Tiger Shark
1024 2012.00 Unprovoked USA Hawaii Davidson's Surf Break, Kekaha, Kaua'i Surfing N Tiger Shark
1026 2012.00 Unprovoked USA Hawaii Makena Landing, Maui Swimming N Tiger Shark
1046 2012.00 Provoked USA Hawaii Spreckelsville, Maui Spearfishing N Tiger Shark
1092 2012.00 Watercraft USA Hawaii Iroquiois Point, Oahu Kayak Fishing N Tiger Shark
1100 2012.00 Unprovoked USA Hawaii Leftovers near Chun's Reef, Oahu Surfing N Tiger Shark
1120 2012.00 Unprovoked AUSTRALIA Western Australia Coral Bay Snorkeling N Tiger Shark
1121 2012.00 Unprovoked BAHAMAS NaN Cat Island Diving, photographing sharks N Tiger Shark
1168 2011.00 Unprovoked PAPUA NEW GUINEA Central Province Hula, near Port Moresby Kite Surfing N Tiger Shark
1218 2011.00 Unprovoked USA Hawaii Lyman Beach, Kailua-Kona Surfing N Tiger Shark
1219 2011.00 Unprovoked USA Hawaii Lyman Beach, Kailua-Kona Paddle boarding N Tiger Shark
1222 2011.00 Unprovoked NEW CALEDONIA North Province Kendec Kite Boarding Y Tiger Shark
In [33]:
tiger_shark.iloc[[0],[3]] = 'Caribbean'
tiger_shark.iloc[[7],[3,4,6]] = ['Saint-Paul','Saline-les-Bains','Y']
tiger_shark.iloc[[11],[3]] = 'Oceania'
tiger_shark.iloc[[18],[3]] = 'Red Sea'
tiger_shark.iloc[[25],[4]] = 'Hultins Beach, Oahu'
tiger_shark.iloc[[43],[3,4]] = ['Oceania','Fiji']
tiger_shark.iloc[[50],[4]] = 'Riecks Point, Campbells Beach'
tiger_shark.iloc[[52],[4]] = "Pila'a Beach, Kauai"
tiger_shark.iloc[[53],[4]] = 'Makena, Maui'
tiger_shark.iloc[[59],[4]] = 'Port St. Johns'
tiger_shark.iloc[[63],[4]] = 'Davidsons Surf Break, Kekaha, Kauai'
tiger_shark.iloc[[67],[4]] = 'Leftovers near Chuns Reef, Oahu'
tiger_shark.iloc[[69],[3]] = 'Bahamas'
tiger_shark
Out[33]:
Year Type Country State Location Activity Fatal Species
17 2020.00 Unprovoked ST MARTIN Caribbean Orient Beach Swimming Y Tiger Shark
19 2020.00 Unprovoked USA Hawaii Honolua Bay Surfing Y Tiger Shark
24 2020.00 Unprovoked NEW CALEDONIA South Province St. Vincent Bay Snorkeling N Tiger Shark
25 2020.00 Unprovoked AUSTRALIA Western Australia Cable Beach Body boarding Y Tiger Shark
79 2020.00 Unprovoked NEW CALEDONIA South Province Plateau de Ricaudy, Nouméa Windsurfing Y Tiger Shark
83 2020.00 Unprovoked USA Hawaii Davidsons Beach, Kauai Surfing N Tiger Shark
104 2020.00 Unprovoked USA Maui Wailea Stand-Up Paddle boarding N Tiger Shark
122 2019.00 Questionable REUNION ISLAND Saint-Paul Saline-les-Bains Kayaking Y Tiger Shark
124 2019.00 Unprovoked USA Hawaii Cove Park, Kihei, Maui Stand-Up Paddleboarding N Tiger Shark
135 2019.00 Questionable REUNION ISLAND Saint-Gilles L’Hermitage Lagoon Snorkeling Y Tiger Shark
136 2019.00 Unprovoked AUSTRALIA Queensland Off Airlie Beach, Whitsundays Snorkeling N Tiger Shark
192 2019.00 Unprovoked FIJI Oceania Beqa Scuba diving N Tiger Shark
201 2019.00 Unprovoked USA Hawaii Anaehoomalu Bay, Hawaii Kayaking N Tiger Shark
204 2019.00 Questionable USA Hawaii North Koahala, Big Island Picking opihi N Tiger Shark
218 2019.00 Unprovoked USA Hawaii Hanalei Bay, Kauai Surfing N Tiger Shark
227 2018.00 Unprovoked MEXICO Sonora Southeast of Puerto Peñasco Diving Y Tiger Shark
236 2018.00 Watercraft AUSTRALIA Queensland Moffat Beach Kayaking N Tiger Shark
263 2018.00 Unprovoked USA Hawaii Pounders Beach, Oahu Stand-Up Paddleboarding N Tiger Shark
277 2018.00 Unprovoked EGYPT Red Sea Marsa Alam Snorkeling Y Tiger Shark
297 2018.00 Provoked MEXICO Colima La Ticla Free diving N Tiger Shark
299 2018.00 Unprovoked BRAZIL Pernambuco Piedade Beach, Recife Swimming Y Tiger Shark
313 2018.00 Unprovoked COSTA RICA Cocos Island Manuelita Scuba diving N Tiger Shark
318 2018.00 Unprovoked MALDIVES Alifu Alifu Atoll Madoogali Fishing N Tiger Shark
325 2018.00 Unprovoked BAHAMAS New Providence Nirvana Beach Surfing N Tiger Shark
330 2018.00 Unprovoked USA Hawaii Kukio Beach Stand-Up Paddleboarding N Tiger Shark
348 2017.00 Unprovoked USA Hawaii Hultins Beach, Oahu Surfing N Tiger Shark
359 2017.00 Unprovoked CUBA Holquin Province Guardalavaca Beach Night bathing Y Tiger Shark
370 2017.00 Unprovoked USA Hawaii Davidsons Beach, Kekaha, Kauai Surfing N Tiger Shark
418 2017.00 Provoked MEXICO Tabasco Sánchez Magallanes, Cárdenas Fishing N Tiger Shark
434 2017.00 Unprovoked BAHAMAS New Providence Athol Island Snorkeling N Tiger Shark
436 2017.00 Unprovoked USA Florida Off Jupiter Feeding sharks N Tiger Shark
452 2017.00 Unprovoked USA Hawaii Kekaha Beach, Kauai Surfing N Tiger Shark
476 2017.00 Watercraft SOUTH AFRICA KwaZulu-Natal Eastmoor Crescent Beach Fishing N Tiger Shark
497 2016.00 Unprovoked USA Hawaii Kamaole Beach Park I, Maui Floating N Tiger Shark
518 2016.00 Unprovoked USA Hawaii Makaha, Oahu Swimming N Tiger Shark
530 2016.00 Unprovoked USA Hawaii Maui SUP Foil boarding N Tiger Shark
541 2016.00 Watercraft USA Alabama 8 miles off Mobile Fishing N Tiger Shark
587 2016.00 Unprovoked NEW CALEDONIA Grand Terre Poe Beach Walking Y Tiger Shark
615 2016.00 Unprovoked USA Hawaii Wailea Beach, Maui Paddle boarding N Tiger Shark
623 2015.00 Unprovoked BRAZIL Pernambuco Fernano de Noronha Scuba diving N Tiger Shark
644 2015.00 Unprovoked USA Hawaii Lanikai Beach, Kailua, Oahu Swimming N Tiger Shark
647 2015.00 Unprovoked USA Hawaii Leftovers, Oahu Surfing N Tiger Shark
657 2015.00 Unprovoked USA Hawaii Upolu Point, North Kohala, Big Island Spearfishing N Tiger Shark
669 2015.00 Unprovoked FIJI Oceania Fiji Spearfishing N Tiger Shark
740 2015.00 Unprovoked USA Hawaii Hapuna Beach Standing / Snorkeling N Tiger Shark
746 2015.00 Unprovoked REUNION d’Étang-Salé Ravine Mula Swimming Y Tiger Shark
769 2014.00 Unprovoked AUSTRALIA Queensland Rudder Reef Spearfishing Y Tiger Shark
779 2014.00 Unprovoked USA Hawaii North Kohala, Hawaii County Surfing N Tiger Shark
781 2014.00 Unprovoked USA Hawaii Kihei, Maui Stand-Up Paddleboarding N Tiger Shark
892 2013.00 Unprovoked USA Hawaii Ninole Bay, Hawaii County Boogie boarding N Tiger Shark
896 2013.00 Unprovoked AUSTRALIA New South Wales Riecks Point, Campbells Beach Body boarding Y Tiger Shark
904 2013.00 Unprovoked USA Hawaii Kanaha Beach, Maui Kiteboarding N Tiger Shark
910 2013.00 Unprovoked USA Hawaii Pila'a Beach, Kauai Surfing N Tiger Shark
938 2013.00 Unprovoked USA Hawaii Makena, Maui Snorkeling Y Tiger Shark
947 2013.00 Unprovoked USA Hawaii White Plains Beach, Oahu Surfing N Tiger Shark
963 2013.00 Unprovoked USA Hawaii Kona Coast State Park Swimming N Tiger Shark
979 2013.00 Unprovoked MEXICO Quintana Roo Seagull Beach, Cancun Swimming N Tiger Shark
995 2013.00 Unprovoked JAMAICA St. Catherine Pillikin Red Light area Spearfishing Y Tiger Shark
1008 2013.00 Unprovoked USA Hawaii Kiholo Bay Surfing N Tiger Shark
1014 2012.00 Unprovoked SOUTH AFRICA Eastern Cape Province Port St. Johns Swimming Y Tiger Shark
1015 2012.00 Unprovoked AUSTRALIA Western Australia Trigg Beach Surfing N Tiger Shark
1019 2012.00 Unprovoked USA Hawaii Kihei, Maui Snorkeling N Tiger Shark
1023 2012.00 Unprovoked USA Hawaii Makena Landing, Maui Diving N Tiger Shark
1024 2012.00 Unprovoked USA Hawaii Davidsons Surf Break, Kekaha, Kauai Surfing N Tiger Shark
1026 2012.00 Unprovoked USA Hawaii Makena Landing, Maui Swimming N Tiger Shark
1046 2012.00 Provoked USA Hawaii Spreckelsville, Maui Spearfishing N Tiger Shark
1092 2012.00 Watercraft USA Hawaii Iroquiois Point, Oahu Kayak Fishing N Tiger Shark
1100 2012.00 Unprovoked USA Hawaii Leftovers near Chuns Reef, Oahu Surfing N Tiger Shark
1120 2012.00 Unprovoked AUSTRALIA Western Australia Coral Bay Snorkeling N Tiger Shark
1121 2012.00 Unprovoked BAHAMAS Bahamas Cat Island Diving, photographing sharks N Tiger Shark
1168 2011.00 Unprovoked PAPUA NEW GUINEA Central Province Hula, near Port Moresby Kite Surfing N Tiger Shark
1218 2011.00 Unprovoked USA Hawaii Lyman Beach, Kailua-Kona Surfing N Tiger Shark
1219 2011.00 Unprovoked USA Hawaii Lyman Beach, Kailua-Kona Paddle boarding N Tiger Shark
1222 2011.00 Unprovoked NEW CALEDONIA North Province Kendec Kite Boarding Y Tiger Shark
In [34]:
tiger_shark.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 74 entries, 17 to 1222
Data columns (total 8 columns):
 #   Column    Non-Null Count  Dtype  
---  ------    --------------  -----  
 0   Year      74 non-null     float64
 1   Type      74 non-null     object 
 2   Country   74 non-null     object 
 3   State     74 non-null     object 
 4   Location  74 non-null     object 
 5   Activity  74 non-null     object 
 6   Fatal     74 non-null     object 
 7   Species   74 non-null     object 
dtypes: float64(1), object(7)
memory usage: 5.2+ KB
In [35]:
tiger_shark.isnull().sum()
Out[35]:
Year        0
Type        0
Country     0
State       0
Location    0
Activity    0
Fatal       0
Species     0
dtype: int64
In [36]:
tiger_shark.shape
Out[36]:
(74, 8)
In [37]:
tiger_shark['Fatal'].count()
Out[37]:
74
In [38]:
tiger_shark[tiger_shark['Fatal']=='Y'].count()
Out[38]:
Year        18
Type        18
Country     18
State       18
Location    18
Activity    18
Fatal       18
Species     18
dtype: int64
In [39]:
cols_to_include_2 = ['Year','Type','Country','State','Location','Activity', 'Fatal','Species']
df2= tiger_shark[cols_to_include_2]
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
tiger_shark_df = df2[df2.Year.isin(range(2010,2021))]
tiger_shark_df.head()
Out[39]:
Year Type Country State Location Activity Fatal Species
17 2020.00 Unprovoked ST MARTIN Caribbean Orient Beach Swimming Y Tiger Shark
19 2020.00 Unprovoked USA Hawaii Honolua Bay Surfing Y Tiger Shark
24 2020.00 Unprovoked NEW CALEDONIA South Province St. Vincent Bay Snorkeling N Tiger Shark
25 2020.00 Unprovoked AUSTRALIA Western Australia Cable Beach Body boarding Y Tiger Shark
79 2020.00 Unprovoked NEW CALEDONIA South Province Plateau de Ricaudy, Nouméa Windsurfing Y Tiger Shark
In [40]:
sns.countplot(x='Species', hue='Fatal',data=tiger_shark_df)
Out[40]:
<AxesSubplot:xlabel='Species', ylabel='count'>
In [41]:
bull_shark = sharks[sharks['Species']=='Bull Shark']
bull_shark
Out[41]:
Year Type Country State Location Activity Fatal Species
38 2020.00 Unprovoked USA Florida Sombero Key Light, Monroe County Snorkeling N Bull Shark
67 2020.00 Unprovoked USA North Carolina Neuse River, Craven County Treading water N Bull Shark
70 2020.00 Unprovoked USA Florida Melbourne Beach, Brevard County Wading N Bull Shark
75 2020.00 Unprovoked USA Florida Homestead, Miami-Dade County Playing N Bull Shark
84 2020.00 Unprovoked BAHAMAS Abaco Islands NoName Cay Spearfishing N Bull Shark
85 2020.00 Unprovoked AUSTRALIA Queensland Lucinda Spearfishing N Bull Shark
86 2020.00 Unprovoked THAILAND Muang district of Satun province, Chebilang pier Playing N Bull Shark
94 2020.00 Unprovoked USA Florida Cocoa Beach, Brevard County Surfing N Bull Shark
183 2019.00 Unprovoked USA Georgia Wilmington River, Chatham County Swimming N Bull Shark
190 2019.00 Unprovoked NEW CALEDONIA Noumea Port South Marina Swimming N Bull Shark
221 2019.00 Unprovoked USA Florida Key Biscayne Spearfishing N Bull Shark
247 2018.00 Unprovoked AUSTRALIA New South Wales Samurai Beach Body Surfing N Bull Shark
254 2018.00 Unprovoked AUSTRALIA Northern Territory Groote Eylandt NaN N Bull Shark
302 2018.00 Unprovoked USA Florida Cocoa Beach, Brevard County Walking N Bull Shark
321 2018.00 Unprovoked THAILAND Hua Hin Sai Noi Beach Swimming N Bull Shark
328 2018.00 Unprovoked BAHAMAS NaN Bimini Swimming N Bull Shark
337 2018.00 Unprovoked AUSTRALIA New South Wales Surf Beach, Kiama Walking N Bull Shark
342 2018.00 Unprovoked AUSTRALIA Western Australia Cone Bay NaN N Bull Shark
343 2018.00 Unprovoked NEW CALEDONIA NaN Nouville Spearfishing N Bull Shark
417 2017.00 Unprovoked USA Florida Haulover Beach, Miami-Dade County Swimming N Bull Shark
424 2017.00 Unprovoked USA South Carolina Burkes Beach, Hilton Head, Beaufort County Swimming N Bull Shark
425 2017.00 Unprovoked REUNION NaN Roches Noire Body boarding N Bull Shark
462 2017.00 Unprovoked USA Florida Destin, Okaloosa County Swimming N Bull Shark
470 2017.00 Unprovoked AUSTRALIA Western Australia Mauds Point Snorkeling N Bull Shark
481 2017.00 Unprovoked AUSTRALIA Queensland Boot Reef, Torres Strait Scuba Diving N Bull Shark
484 2017.00 Unprovoked INDONESIA Bali Balian Beach Surfing N Bull Shark
525 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Bull Shark
527 2016.00 Unprovoked REUNION NaN Boucan Canot Surfing N Bull Shark
539 2016.00 Unprovoked BAHAMAS Abaco Islands Green Turtle Cay Spearfishing N Bull Shark
573 2016.00 Unprovoked USA Florida St. Petersburg, Pinellas County Swimming N Bull Shark
580 2016.00 Unprovoked INDONESIA Bali Balian Surfing N Bull Shark
586 2016.00 Unprovoked USA Florida Off Singer Island, Palm Beach County Spearfishing N Bull Shark
613 2016.00 Unprovoked USA Texas Off Surfside Spearfishing N Bull Shark
626 2015.00 Unprovoked BAHAMAS NaN Off Andros Island Lobster fishing N Bull Shark
632 2015.00 Unprovoked AUSTRALIA New South Wales East Ballina Surfing N Bull Shark
687 2015.00 Unprovoked REUNION NaN St. Leu Surfing N Bull Shark
699 2015.00 Unprovoked USA North Carolina Rodanthe, Dare County Swimming N Bull Shark
711 2015.00 Unprovoked USA North Carolina Oak Island, Brunswick County Wading N Bull Shark
712 2015.00 Unprovoked USA North Carolina Oak Island, Brunswick County Wading N Bull Shark
715 2015.00 Unprovoked USA Florida Lori Wilson Park, Cocoa Beach, Brevard County Playing N Bull Shark
717 2015.00 Unprovoked REUNION Le Port Folette Surfing N Bull Shark
724 2015.00 Unprovoked NEW CALEDONIA NaN Kouare Snorkeling Y Bull Shark
733 2015.00 Unprovoked REUNION Saint-Gilles-les-Bains Cap Homard Surfing Y Bull Shark
735 2015.00 Unprovoked USA Florida 3 miles off Jupiter, Palm Beach County Spearfishing N Bull Shark
750 2015.00 Watercraft AUSTRALIA Queensland Nerang River, Surfer's Paradise Rowing N Bull Shark
786 2014.00 Unprovoked USA South Carolina Hilton Head Island, Beaufort County Standing in inner tube N Bull Shark
800 2014.00 Unprovoked USA Alabama Katrina Cut, Dauphin Island, Mobile County Fishing N Bull Shark
811 2014.00 Provoked USA Florida Apalachicola Bay Fishing for sharks N Bull Shark
814 2014.00 Unprovoked USA Florida 3 to 4 miles west of Indian Pass, Gulf County Standing N Bull Shark
816 2014.00 Unprovoked BAHAMAS NaN NaN Spearfishing N Bull Shark
818 2014.00 Unprovoked USA Louisiana Lake Ponchartain off Southshore Harbor, New Or... Swimming N Bull Shark
847 2014.00 Unprovoked USA Florida Fort Lauderdale Swimming N Bull Shark
850 2014.00 Unprovoked AUSTRALIA Queensland Nerang River near Chevron Island Fell into the water N Bull Shark
921 2013.00 Unprovoked USA Florida Casino Beach, Pensacola, Escambia County Swimming N Bull Shark
940 2013.00 Unprovoked USA South Carolina Folly Beach Surfing N Bull Shark
942 2013.00 Unprovoked USA Florida Sanibel Island, Lee County Fishing N Bull Shark
961 2013.00 Unprovoked USA Florida Jacksonville, Duval County Swimming N Bull Shark
976 2013.00 Unprovoked REUNION Saint-Gilles Brisant Beach Body boarding Y Bull Shark
983 2013.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Bull Shark
1013 2012.00 Unprovoked AUSTRALIA New South Wales Kylie's Beach, Diamond Head Paddle boarding N Bull Shark
1038 2012.00 Unprovoked TONGA Vava'u Eueiki Island Swimming N Bull Shark
1054 2012.00 Unprovoked REUNION Saint Leu NaN Surfing N Bull Shark
1090 2012.00 Unprovoked MEXICO Guerrero Boca de la Leña, La Unión Free diving / spearfishing N Bull Shark
1105 2012.00 Unprovoked AUSTRALIA Queensland Nobby's Beach Surfing N Bull Shark
1106 2012.00 Unprovoked USA Florida Jensen Beach, Martin County Surfing N Bull Shark
1161 2011.00 Unprovoked USA Florida Santa Maria Island, Manatee County Spearfishing N Bull Shark
1185 2011.00 Unprovoked SEYCHELLES Praslin Anse Lazio Swimming or Snorkeling Y Bull Shark
1204 2011.00 Unprovoked USA North Carolina North Topsail Beach, Onslow County Playing in the surf N Bull Shark
1227 2011.00 Unprovoked USA Florida Riviera Beach, Palm Beach County Spearfishing N Bull Shark
1231 2011.00 Unprovoked INDONESIA Bali Balian Surfing N Bull Shark
1234 2011.00 Unprovoked MEXICO Quintana Roo Gaviotas Beach, Cancun Swimming N Bull Shark
1235 2011.00 Unprovoked AUSTRALIA New South Wales Crowdy Head Surfing N Bull Shark
1241 2011.00 Provoked AUSTRALIA Queensland Between Fishing N Bull Shark
1279 2010.00 Unprovoked AUSTRALIA New South Wales Mullaway Headland Surfing N Bull Shark
1317 2010.00 Unprovoked USA Texas Eight Mile Beach, Galveston Surfing N Bull Shark
In [42]:
bull_shark.iloc[[12],[5]] = 'Fish farm'
bull_shark.iloc[[15],[3]] = 'Bahamas'
bull_shark.iloc[[17],[5]] = 'Spearfishing'
bull_shark.iloc[[18],[3,4]] = ['Oceania','Nouvelle']
bull_shark.iloc[[21,27,33],[3]] = 'Saint-Paul'
bull_shark.iloc[[33],[3]] = 'Bahamas'
bull_shark.iloc[[35],[3,4]] = ['Saint-Paul','Saint-Leu']
bull_shark.iloc[[41],[3]] = 'Oceania'
bull_shark.iloc[[44],[4]] = 'Nerang River, Surfers Paradise'
bull_shark.iloc[[49],[3,4]] = ['Bahamas','Grand Bahamas']
bull_shark.iloc[[59],[4]] = 'Kylies Beach, Diamond Head'
bull_shark.iloc[[61],[3,4]] = ['Saint-Paul','Saint-Leu']
bull_shark.iloc[[63],[4]] = 'Nobbys Beach'
bull_shark
Out[42]:
Year Type Country State Location Activity Fatal Species
38 2020.00 Unprovoked USA Florida Sombero Key Light, Monroe County Snorkeling N Bull Shark
67 2020.00 Unprovoked USA North Carolina Neuse River, Craven County Treading water N Bull Shark
70 2020.00 Unprovoked USA Florida Melbourne Beach, Brevard County Wading N Bull Shark
75 2020.00 Unprovoked USA Florida Homestead, Miami-Dade County Playing N Bull Shark
84 2020.00 Unprovoked BAHAMAS Abaco Islands NoName Cay Spearfishing N Bull Shark
85 2020.00 Unprovoked AUSTRALIA Queensland Lucinda Spearfishing N Bull Shark
86 2020.00 Unprovoked THAILAND Muang district of Satun province, Chebilang pier Playing N Bull Shark
94 2020.00 Unprovoked USA Florida Cocoa Beach, Brevard County Surfing N Bull Shark
183 2019.00 Unprovoked USA Georgia Wilmington River, Chatham County Swimming N Bull Shark
190 2019.00 Unprovoked NEW CALEDONIA Noumea Port South Marina Swimming N Bull Shark
221 2019.00 Unprovoked USA Florida Key Biscayne Spearfishing N Bull Shark
247 2018.00 Unprovoked AUSTRALIA New South Wales Samurai Beach Body Surfing N Bull Shark
254 2018.00 Unprovoked AUSTRALIA Northern Territory Groote Eylandt Fish farm N Bull Shark
302 2018.00 Unprovoked USA Florida Cocoa Beach, Brevard County Walking N Bull Shark
321 2018.00 Unprovoked THAILAND Hua Hin Sai Noi Beach Swimming N Bull Shark
328 2018.00 Unprovoked BAHAMAS Bahamas Bimini Swimming N Bull Shark
337 2018.00 Unprovoked AUSTRALIA New South Wales Surf Beach, Kiama Walking N Bull Shark
342 2018.00 Unprovoked AUSTRALIA Western Australia Cone Bay Spearfishing N Bull Shark
343 2018.00 Unprovoked NEW CALEDONIA Oceania Nouvelle Spearfishing N Bull Shark
417 2017.00 Unprovoked USA Florida Haulover Beach, Miami-Dade County Swimming N Bull Shark
424 2017.00 Unprovoked USA South Carolina Burkes Beach, Hilton Head, Beaufort County Swimming N Bull Shark
425 2017.00 Unprovoked REUNION Saint-Paul Roches Noire Body boarding N Bull Shark
462 2017.00 Unprovoked USA Florida Destin, Okaloosa County Swimming N Bull Shark
470 2017.00 Unprovoked AUSTRALIA Western Australia Mauds Point Snorkeling N Bull Shark
481 2017.00 Unprovoked AUSTRALIA Queensland Boot Reef, Torres Strait Scuba Diving N Bull Shark
484 2017.00 Unprovoked INDONESIA Bali Balian Beach Surfing N Bull Shark
525 2016.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Bull Shark
527 2016.00 Unprovoked REUNION Saint-Paul Boucan Canot Surfing N Bull Shark
539 2016.00 Unprovoked BAHAMAS Abaco Islands Green Turtle Cay Spearfishing N Bull Shark
573 2016.00 Unprovoked USA Florida St. Petersburg, Pinellas County Swimming N Bull Shark
580 2016.00 Unprovoked INDONESIA Bali Balian Surfing N Bull Shark
586 2016.00 Unprovoked USA Florida Off Singer Island, Palm Beach County Spearfishing N Bull Shark
613 2016.00 Unprovoked USA Texas Off Surfside Spearfishing N Bull Shark
626 2015.00 Unprovoked BAHAMAS Bahamas Off Andros Island Lobster fishing N Bull Shark
632 2015.00 Unprovoked AUSTRALIA New South Wales East Ballina Surfing N Bull Shark
687 2015.00 Unprovoked REUNION Saint-Paul Saint-Leu Surfing N Bull Shark
699 2015.00 Unprovoked USA North Carolina Rodanthe, Dare County Swimming N Bull Shark
711 2015.00 Unprovoked USA North Carolina Oak Island, Brunswick County Wading N Bull Shark
712 2015.00 Unprovoked USA North Carolina Oak Island, Brunswick County Wading N Bull Shark
715 2015.00 Unprovoked USA Florida Lori Wilson Park, Cocoa Beach, Brevard County Playing N Bull Shark
717 2015.00 Unprovoked REUNION Le Port Folette Surfing N Bull Shark
724 2015.00 Unprovoked NEW CALEDONIA Oceania Kouare Snorkeling Y Bull Shark
733 2015.00 Unprovoked REUNION Saint-Gilles-les-Bains Cap Homard Surfing Y Bull Shark
735 2015.00 Unprovoked USA Florida 3 miles off Jupiter, Palm Beach County Spearfishing N Bull Shark
750 2015.00 Watercraft AUSTRALIA Queensland Nerang River, Surfers Paradise Rowing N Bull Shark
786 2014.00 Unprovoked USA South Carolina Hilton Head Island, Beaufort County Standing in inner tube N Bull Shark
800 2014.00 Unprovoked USA Alabama Katrina Cut, Dauphin Island, Mobile County Fishing N Bull Shark
811 2014.00 Provoked USA Florida Apalachicola Bay Fishing for sharks N Bull Shark
814 2014.00 Unprovoked USA Florida 3 to 4 miles west of Indian Pass, Gulf County Standing N Bull Shark
816 2014.00 Unprovoked BAHAMAS Bahamas Grand Bahamas Spearfishing N Bull Shark
818 2014.00 Unprovoked USA Louisiana Lake Ponchartain off Southshore Harbor, New Or... Swimming N Bull Shark
847 2014.00 Unprovoked USA Florida Fort Lauderdale Swimming N Bull Shark
850 2014.00 Unprovoked AUSTRALIA Queensland Nerang River near Chevron Island Fell into the water N Bull Shark
921 2013.00 Unprovoked USA Florida Casino Beach, Pensacola, Escambia County Swimming N Bull Shark
940 2013.00 Unprovoked USA South Carolina Folly Beach Surfing N Bull Shark
942 2013.00 Unprovoked USA Florida Sanibel Island, Lee County Fishing N Bull Shark
961 2013.00 Unprovoked USA Florida Jacksonville, Duval County Swimming N Bull Shark
976 2013.00 Unprovoked REUNION Saint-Gilles Brisant Beach Body boarding Y Bull Shark
983 2013.00 Unprovoked USA Florida New Smyrna Beach, Volusia County Surfing N Bull Shark
1013 2012.00 Unprovoked AUSTRALIA New South Wales Kylies Beach, Diamond Head Paddle boarding N Bull Shark
1038 2012.00 Unprovoked TONGA Vava'u Eueiki Island Swimming N Bull Shark
1054 2012.00 Unprovoked REUNION Saint-Paul Saint-Leu Surfing N Bull Shark
1090 2012.00 Unprovoked MEXICO Guerrero Boca de la Leña, La Unión Free diving / spearfishing N Bull Shark
1105 2012.00 Unprovoked AUSTRALIA Queensland Nobbys Beach Surfing N Bull Shark
1106 2012.00 Unprovoked USA Florida Jensen Beach, Martin County Surfing N Bull Shark
1161 2011.00 Unprovoked USA Florida Santa Maria Island, Manatee County Spearfishing N Bull Shark
1185 2011.00 Unprovoked SEYCHELLES Praslin Anse Lazio Swimming or Snorkeling Y Bull Shark
1204 2011.00 Unprovoked USA North Carolina North Topsail Beach, Onslow County Playing in the surf N Bull Shark
1227 2011.00 Unprovoked USA Florida Riviera Beach, Palm Beach County Spearfishing N Bull Shark
1231 2011.00 Unprovoked INDONESIA Bali Balian Surfing N Bull Shark
1234 2011.00 Unprovoked MEXICO Quintana Roo Gaviotas Beach, Cancun Swimming N Bull Shark
1235 2011.00 Unprovoked AUSTRALIA New South Wales Crowdy Head Surfing N Bull Shark
1241 2011.00 Provoked AUSTRALIA Queensland Between Fishing N Bull Shark
1279 2010.00 Unprovoked AUSTRALIA New South Wales Mullaway Headland Surfing N Bull Shark
1317 2010.00 Unprovoked USA Texas Eight Mile Beach, Galveston Surfing N Bull Shark
In [43]:
bull_shark.isnull().sum()
Out[43]:
Year        0
Type        0
Country     0
State       0
Location    0
Activity    0
Fatal       0
Species     0
dtype: int64
In [44]:
bull_shark['Fatal'].count()
Out[44]:
75
In [45]:
bull_shark[bull_shark['Fatal']=='Y'].count()
Out[45]:
Year        4
Type        4
Country     4
State       4
Location    4
Activity    4
Fatal       4
Species     4
dtype: int64
In [46]:
cols_to_include_3 = ['Year','Type','Country','State','Location','Activity', 'Fatal','Species']
df3= bull_shark[cols_to_include_3]
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
bull_shark_df = df3[df3.Year.isin(range(2010,2021))]
bull_shark_df.head()
Out[46]:
Year Type Country State Location Activity Fatal Species
38 2020.00 Unprovoked USA Florida Sombero Key Light, Monroe County Snorkeling N Bull Shark
67 2020.00 Unprovoked USA North Carolina Neuse River, Craven County Treading water N Bull Shark
70 2020.00 Unprovoked USA Florida Melbourne Beach, Brevard County Wading N Bull Shark
75 2020.00 Unprovoked USA Florida Homestead, Miami-Dade County Playing N Bull Shark
84 2020.00 Unprovoked BAHAMAS Abaco Islands NoName Cay Spearfishing N Bull Shark
In [47]:
sns.countplot(x='Species', hue='Fatal',data=bull_shark_df)
Out[47]:
<AxesSubplot:xlabel='Species', ylabel='count'>
In [48]:
frames = [white_shark_df,tiger_shark_df,bull_shark_df]
shark_df = pd.concat(frames,sort=True)
shark_df
Out[48]:
Activity Country Fatal Location Species State Type Year
15 Swimming USA N Coronado, San Diego County White Shark California Unprovoked 2020.00
21 Surfing AUSTRALIA N Kangaroo Island White Shark South Australia Unprovoked 2020.00
40 Foil-boarding AUSTRALIA N Cabarita Beach White Shark New South Wales Unprovoked 2020.00
45 Surfing AUSTRALIA Y Greenmount Beach, Coolangatta White Shark Queensland Unprovoked 2020.00
48 Fishing / Filming sharks feeding on whale carcass AUSTRALIA N Forster White Shark New South Wales Watercraft 2020.00
50 Kayak fishing USA N Shelter Cove, Humboldt County White Shark California Unprovoked 2020.00
55 Surfing AUSTRALIA N Shelly Beach, Port Macquarie White Shark New South Wales Unprovoked 2020.00
60 Surfing AUSTRALIA N Bunker Bay Beach White Shark Western Australia Unprovoked 2020.00
62 Sightseeing AUSTRALIA N Tenth Island White Shark Tasmania Watercraft 2020.00
64 Swimming USA Y Bailey Island, Cumberland County White Shark Maine Unprovoked 2020.00
69 Fishing AUSTRALIA N Stanley White Shark Tasmania Unprovoked 2020.00
72 Surfing AUSTRALIA Y Wilsons Headland White Shark New South Wales Unprovoked 2020.00
80 Surfing AUSTRALIA Y Salt Beach near Kingscliff White Shark New South Wales Unprovoked 2020.00
89 Surfing USA Y Sand Dollar Beach, Santa Cruz County White Shark California Unprovoked 2020.00
101 Kayak fishing NEW ZEALAND N Stanmore Bay, Auckland White Shark North Island Provoked 2020.00
103 Surfing NEW ZEALAND N Pauanui Beach White Shark North Island Unprovoked 2020.00
112 Scuba diving AUSTRALIA Y Cull Island / Esperance White Shark Western Australia Unprovoked 2020.00
121 Fishing AUSTRALIA N Shellharbour White Shark New South Wales Provoked 2019.00
133 Kayaking fishing SOUTH AFRICA N East London White Shark Eastern Cape Province Watercraft 2019.00
134 Surfing USA N San Onofre, San Diego County White Shark California Unprovoked 2019.00
141 Surfing AUSTRALIA N Lighthouse Beach White Shark New South Wales Unprovoked 2019.00
142 Kayaking USA N Ship Rock near Catalina, Los Angeles County White Shark California Watercraft 2019.00
150 Spearfishing AUSTRALIA N Burns Beach, Perth White Shark Western Australia Unprovoked 2019.00
170 Scuba diving NEW ZEALAND N Pitt Island or Chatham Island White Shark Chatham Islands Unprovoked 2019.00
197 Surfing USA N North Salmon Creek Beach, Sonoma County White Shark California Unprovoked 2019.00
226 Surfing USA N Sandspit Beach, Montaña de Oro State Park White Shark California Unprovoked 2019.00
237 Fishing SOUTH AFRICA N Tinley Manor White Shark KwaZulu-Natal Unprovoked 2018.00
248 Surfing NEW ZEALAND N Baylys Beach White Shark North Island Unprovoked 2018.00
253 Diving USA N Beacons Beach, San Diego County White Shark California Unprovoked 2018.00
255 Fishing USA N Humboldt County White Shark California Watercraft 2018.00
261 Boogie boarding USA Y Newcomb Hollow Beach, Wellfleet, Barnstable Co... White Shark Massachusetts Unprovoked 2018.00
273 Swimming USA N Longnook Beach, Truro, Barnstable County White Shark Massachusetts Unprovoked 2018.00
292 Paddling USA N Oceanside, San Diego County White Shark California Watercraft 2018.00
317 Surfing AUSTRALIA N South Point, Gracetown White Shark Western Australia Unprovoked 2018.00
319 Surf-skiing SOUTH AFRICA N Robberg Beach, Plettenberg Bay White Shark Western Cape Province Unprovoked 2018.00
329 Surfing SOUTH AFRICA N St. Francis Bay White Shark Eastern Cape Province Unprovoked 2018.00
335 Swimming AUSTRALIA N Little Congwong Beach, La Perouse White Shark New South Wales Unprovoked 2018.00
345 Free diving AUSTRALIA N Martin Islet White Shark New South Wales Unprovoked 2018.00
355 Spearfishing USA N Stillwater Cove, Monterey County White Shark California Unprovoked 2017.00
367 Kayaking / Fishing AUSTRALIA N Normanville White Shark South Australia Unprovoked 2017.00
374 Surfing AUSTRALIA N Gracetown White Shark Western Australia Unprovoked 2017.00
382 Fishing AUSTRALIA N Esperance White Shark Westerm Australia Watercraft 2017.00
385 Surfing AUSTRALIA N Iluka Beach White Shark New South Wales Unprovoked 2017.00
392 Surfing AUSTRALIA N Cathedral Rock White Shark Victoria Unprovoked 2017.00
396 SUP USA N Marconi Beach, Wellfleet, Barnstable County White Shark Massachusetts Unprovoked 2017.00
401 Fishing USA N Between Pescadero Point & Bean Hollow Beach, S... White Shark California Watercraft 2017.00
412 Kayaking USA N Stearns Wharf, Santa Barbara White Shark California Watercraft 2017.00
413 SUP USA N Seal Rock, Goleta Beach, Santa Barbara White Shark California Unprovoked 2017.00
414 Surfing USA N South Beach, Westport, Grays Harbor County White Shark Washington Unprovoked 2017.00
416 Kayaking USA N Santa Cruz, Santa Cruz County White Shark California Watercraft 2017.00
419 Surfing SOUTH AFRICA N Nahoon Reef, East London White Shark Eastern Cape Province Unprovoked 2017.00
429 Body boarding AUSTRALIA N Point Casuarina, Bunbury White Shark Western Australia Unprovoked 2017.00
451 Surfing AUSTRALIA Y Kelpies near Wylie Bay White Shark Western Australia Unprovoked 2017.00
465 Kayaking USA N Monterey Bay White Shark California Watercraft 2017.00
490 Surf skiing SOUTH AFRICA N Keurbooms Lagoon, Plettenberg Bay White Shark Western Cape Province Unprovoked 2016.00
495 Surfing AUSTRALIA N Booti Booti National Park White Shark New South Wales Unprovoked 2016.00
504 Cage Diving MEXICO N Guadalupe Island White Shark Baja California Invalid 2016.00
509 Surfing AUSTRALIA N Lighthouse Beach, Ballina White Shark New South Wales Unprovoked 2016.00
523 Spearfishing USA N Refugio State Beach, Santa Barbara County White Shark California Unprovoked 2016.00
534 Free diving AUSTRALIA N Near Albany White Shark Western Australia Watercraft 2016.00
544 Kite surfing USA N Surfside, Orange County White Shark California Unprovoked 2016.00
548 Fishing USA N Capitola, Santa Cruz County White Shark California Watercraft 2016.00
550 Fishing USA N Off Palos Verdes peninsula, Los Angeles County White Shark California Watercraft 2016.00
556 Spearfishing SOUTH AFRICA N Ryspunt White Shark Western Cape Province Unprovoked 2016.00
569 Surfing AUSTRALIA Y Falcon Beach, Mandurah White Shark Western Australia Unprovoked 2016.00
582 Surf-skiing SOUTH AFRICA N Robberg Beach, Plettenberg Bay White Shark Western Cape Province Unprovoked 2016.00
619 Fishing SOUTH AFRICA N Westbrook Beach White Shark KwaZulu-Natal Watercraft 2015.00
625 Fishing AUSTRALIA N Lake Macquarie White Shark New South Wales Watercraft 2015.00
639 Surfing SOUTH AFRICA N Stil Bay White Shark Western Cape Province Unprovoked 2015.00
655 Kayak fishing USA N Horseshoe Rock, Santa Barbara County White Shark California Watercraft 2015.00
664 Stand-Up Paddleboarding USA N El Pescador Beach, Los Angeles County White Shark California Unprovoked 2015.00
666 Surf-skiing AUSTRALIA N Hallidays Point White Shark New South Wales Unprovoked 2015.00
670 Surfing USA N Morro Strand State Beach, San Luis Obispo County White Shark California Unprovoked 2015.00
671 Surfing USA N Morro Bay, San Luis Obispo County White Shark California Unprovoked 2015.00
676 Kayak Fishing USA N Santa Barbara County White Shark California Watercraft 2015.00
679 Surfing AUSTRALIA N Evans Head White Shark New South Wales Unprovoked 2015.00
684 Scallop diving on hookah AUSTRALIA Y Lachan Island, Mercury Passage White Shark Tasmania Unprovoked 2015.00
688 Surfing SOUTH AFRICA N Jeffreys Bay White Shark Eastern Cape Province Unprovoked 2015.00
689 Surfing USA N Huntington Beach, Orange County White Shark California Unprovoked 2015.00
694 Surfing AUSTRALIA N Lennox Head White Shark New South Wales Unprovoked 2015.00
695 Body boarding AUSTRALIA N East Ballina White Shark New South Wales Unprovoked 2015.00
700 Body Boarding SOUTH AFRICA N Buffels Bay near Knysna White Shark Western Cape Province Unprovoked 2015.00
702 Surfing SOUTH AFRICA N Lookout Beach, Plettenberg Bay White Shark Western Cape Province Unprovoked 2015.00
707 Surfing AUSTRALIA N Denmark White Shark Western Australia Invalid 2015.00
726 Surfing AUSTRALIA N Saltwater Beach White Shark New South Wales Unprovoked 2015.00
727 Diving SOUTH AFRICA N Port St. Johns White Shark Eastern Cape Province Unprovoked 2015.00
730 Surfing AUSTRALIA N Fishery Bay White Shark South Australia Unprovoked 2015.00
731 Surf skiing AUSTRALIA N Belongil Beach, Byron Bay White Shark New South Wales Unprovoked 2015.00
738 Kayak Fishing SOUTH AFRICA N Yellow Sands Point White Shark Eastern Cape Province Watercraft 2015.00
745 Transatlantic Rowing ATLANTIC OCEAN N Atlantic Ocean White Shark Atlantic Ocean Watercraft 2015.00
754 Fishing USA N Off Panama City White Shark Florida Watercraft 2015.00
763 Spearfishing AUSTRALIA Y Three Stripes near Cheynes Beach White Shark Western Australia Unprovoked 2014.00
766 Surfing USA N Montaña de Oro State Park, San Luis Obispo Cou... White Shark California Unprovoked 2014.00
773 Fishing AUSTRALIA N Fremantle White Shark Western Australia Watercraft 2014.00
774 Boat attack USA N Franklin Point, San Mateo County White Shark California Watercraft 2014.00
792 Kayaking USA N Santa Barbara County White Shark California Watercraft 2014.00
793 Kayaking USA N Santa Barbara County White Shark California Watercraft 2014.00
795 Surfing AUSTRALIA N Kelpids Beach, Wylie Bay, Esperance White Shark Western Australia Unprovoked 2014.00
801 Kayaking USA N Manomet Point, Plymouth, Plymouth County White Shark Massachusetts Watercraft 2014.00
823 Surfing SOUTH AFRICA N Muizenberg White Shark Western Cape Province Unprovoked 2014.00
834 Swimming USA N Manhattan Beach, Los Angeles County White Shark California Provoked 2014.00
854 Surfing AUSTRALIA N Elliston, Eyre Peninsula White Shark South Australia Unprovoked 2014.00
864 Shark watching SOUTH AFRICA N South Africa White Shark South Africa Watercraft 2014.00
868 Swimming AUSTRALIA Y Tathra White Shark New South Wales Unprovoked 2014.00
888 Filming a documentary NEW ZEALAND N Stewart Island White Shark Southland Watercraft 2014.00
890 Surfing SOUTH AFRICA N Die Platt White Shark Western Cape Province Unprovoked 2013.00
899 Surfing USA N Gleneden Beach, Lincoln County White Shark Oregon Unprovoked 2013.00
912 Swimming / snorkeling SOUTH AFRICA Y Albatros Point, near Jeffreys Bay White Shark Eastern Cape Province Unprovoked 2013.00
913 Diving for Abalone AUSTRALIA N Off Poison Creek, Cape Arid White Shark Western Australia Unprovoked 2013.00
914 Surfing USA N Bunkers, Humboldt Bay, Eureka, Humboldt County White Shark California Unprovoked 2013.00
937 Surfing USA N Pillar Point, Half-Moon Bay, San Mateo County White Shark California Unprovoked 2013.00
960 Kayaking / Fishing USA N Pacific State , San Mateo County White Shark California Watercraft 2013.00
999 Swimming NEW ZEALAND Y Muriwai White Shark North Island Unprovoked 2013.00
1005 Fishing AUSTRALIA N Cape Nelson White Shark Victoria Watercraft 2013.00
1025 Surfing USA N Humboldt Bay, Eureka, Humboldt County White Shark California Unprovoked 2012.00
1027 Surfing USA Y Surf Beach, Lompoc, Santa Barbara County White Shark California Unprovoked 2012.00
1064 Surfing AUSTRALIA Y Off Wedge Island White Shark Western Australia Unprovoked 2012.00
1086 Surf skiing AUSTRALIA N Redhead Beach, Newcastle White Shark New South Wales Unprovoked 2012.00
1094 Kayaking / Fishing USA N Leffingwell Landing, Cambria, San Luis Obispo... White Shark California Watercraft 2012.00
1096 Paddle boarding USA N Off Catalina Island White Shark California Unprovoked 2012.00
1098 Body boarding SOUTH AFRICA Y Caves near Kogel Bay White Shark Western Cape Province Unprovoked 2012.00
1099 Kayaking AUSTRALIA N Dolphin Bay, Innes National Park White Shark South Australia Watercraft 2012.00
1102 Scuba diving AUSTRALIA Y Stratham Beach White Shark Western Australia Unprovoked 2012.00
1104 Crayfishing AUSTRALIA N Kalbarri White Shark Western Australia Watercraft 2012.00
1117 Fishing SOUTH AFRICA N Strandfontein White Shark Western Cape Province Watercraft 2012.00
1123 Surfing AUSTRALIA N Redhead Beach White Shark New South Wales Unprovoked 2012.00
1125 Surfing USA N Lincoln City, Lincoln County White Shark Oregon Unprovoked 2012.00
1134 Surfing AUSTRALIA N Angourie White Shark New South Wales Unprovoked 2011.00
1142 Kayaking USA N Pigeon Point White Shark California Watercraft 2011.00
1146 Surfing USA N Marina State Beach, Monterey County White Shark California Unprovoked 2011.00
1149 Diving AUSTRALIA Y Rottnest Island White Shark Western Australia Unprovoked 2011.00
1150 Surfing USA N Newport, Lincoln County White Shark Oregon Unprovoked 2011.00
1160 Swimming SOUTH AFRICA N Clovely Beach White Shark Western Cape Province Unprovoked 2011.00
1170 Body boarding AUSTRALIA Y Bunker Bay White Shark Western Australia Unprovoked 2011.00
1178 Surfing SOUTH AFRICA Y Lookout Beach, near the Keurbooms river mouth ... White Shark Western Cape Province Unprovoked 2011.00
1192 Surfing SOUTH AFRICA N Cintza Beach, East London White Shark Eastern Cape Province Unprovoked 2011.00
1217 Surfing SOUTH AFRICA N Robberg Beach White Shark Western Cape Province Unprovoked 2011.00
1244 Diving for abalone AUSTRALIA Y Off Perforated Island near Coffin Bay White Shark South Australia Unprovoked 2011.00
1255 Fishing AUSTRALIA N Busselton White Shark Western Australia Watercraft 2011.00
1270 Fishing AUSTRALIA N Between Carnac and Garden Islands White Shark Western Australia Watercraft 2010.00
1271 Snorkeling AUSTRALIA N Off Garden Island White Shark Western Australia Unprovoked 2010.00
1277 Body boarding USA Y Surf Beach, Vandenberg AFB, Santa Barbara County White Shark California Unprovoked 2010.00
1283 Surfing USA N Winchester Bay White Shark Oregon Unprovoked 2010.00
1285 Swimming SOUTH AFRICA Y Between Dyer Island and Pearly Beach White Shark Western Cape Province Unprovoked 2010.00
1295 Surfing AUSTRALIA Y Cowaramup Bay White Shark Western Australia Unprovoked 2010.00
1296 Kayak Fishing USA N Pigeon Point, San Mateo County White Shark California Watercraft 2010.00
1303 Kayaking USA N Near oil rig Hondo, 5 nm from Gaviota, Santa B... White Shark California Watercraft 2010.00
1341 Body boarding AUSTRALIA N Turners Beach White Shark New South Wales Unprovoked 2010.00
1350 Standing SOUTH AFRICA Y Fish Hoek White Shark Western Province Unprovoked 2010.00
17 Swimming ST MARTIN Y Orient Beach Tiger Shark Caribbean Unprovoked 2020.00
19 Surfing USA Y Honolua Bay Tiger Shark Hawaii Unprovoked 2020.00
24 Snorkeling NEW CALEDONIA N St. Vincent Bay Tiger Shark South Province Unprovoked 2020.00
25 Body boarding AUSTRALIA Y Cable Beach Tiger Shark Western Australia Unprovoked 2020.00
79 Windsurfing NEW CALEDONIA Y Plateau de Ricaudy, Nouméa Tiger Shark South Province Unprovoked 2020.00
83 Surfing USA N Davidsons Beach, Kauai Tiger Shark Hawaii Unprovoked 2020.00
104 Stand-Up Paddle boarding USA N Wailea Tiger Shark Maui Unprovoked 2020.00
122 Kayaking REUNION ISLAND Y Saline-les-Bains Tiger Shark Saint-Paul Questionable 2019.00
124 Stand-Up Paddleboarding USA N Cove Park, Kihei, Maui Tiger Shark Hawaii Unprovoked 2019.00
135 Snorkeling REUNION ISLAND Y L’Hermitage Lagoon Tiger Shark Saint-Gilles Questionable 2019.00
136 Snorkeling AUSTRALIA N Off Airlie Beach, Whitsundays Tiger Shark Queensland Unprovoked 2019.00
192 Scuba diving FIJI N Beqa Tiger Shark Oceania Unprovoked 2019.00
201 Kayaking USA N Anaehoomalu Bay, Hawaii Tiger Shark Hawaii Unprovoked 2019.00
204 Picking opihi USA N North Koahala, Big Island Tiger Shark Hawaii Questionable 2019.00
218 Surfing USA N Hanalei Bay, Kauai Tiger Shark Hawaii Unprovoked 2019.00
227 Diving MEXICO Y Southeast of Puerto Peñasco Tiger Shark Sonora Unprovoked 2018.00
236 Kayaking AUSTRALIA N Moffat Beach Tiger Shark Queensland Watercraft 2018.00
263 Stand-Up Paddleboarding USA N Pounders Beach, Oahu Tiger Shark Hawaii Unprovoked 2018.00
277 Snorkeling EGYPT Y Marsa Alam Tiger Shark Red Sea Unprovoked 2018.00
297 Free diving MEXICO N La Ticla Tiger Shark Colima Provoked 2018.00
299 Swimming BRAZIL Y Piedade Beach, Recife Tiger Shark Pernambuco Unprovoked 2018.00
313 Scuba diving COSTA RICA N Manuelita Tiger Shark Cocos Island Unprovoked 2018.00
318 Fishing MALDIVES N Madoogali Tiger Shark Alifu Alifu Atoll Unprovoked 2018.00
325 Surfing BAHAMAS N Nirvana Beach Tiger Shark New Providence Unprovoked 2018.00
330 Stand-Up Paddleboarding USA N Kukio Beach Tiger Shark Hawaii Unprovoked 2018.00
348 Surfing USA N Hultins Beach, Oahu Tiger Shark Hawaii Unprovoked 2017.00
359 Night bathing CUBA Y Guardalavaca Beach Tiger Shark Holquin Province Unprovoked 2017.00
370 Surfing USA N Davidsons Beach, Kekaha, Kauai Tiger Shark Hawaii Unprovoked 2017.00
418 Fishing MEXICO N Sánchez Magallanes, Cárdenas Tiger Shark Tabasco Provoked 2017.00
434 Snorkeling BAHAMAS N Athol Island Tiger Shark New Providence Unprovoked 2017.00
436 Feeding sharks USA N Off Jupiter Tiger Shark Florida Unprovoked 2017.00
452 Surfing USA N Kekaha Beach, Kauai Tiger Shark Hawaii Unprovoked 2017.00
476 Fishing SOUTH AFRICA N Eastmoor Crescent Beach Tiger Shark KwaZulu-Natal Watercraft 2017.00
497 Floating USA N Kamaole Beach Park I, Maui Tiger Shark Hawaii Unprovoked 2016.00
518 Swimming USA N Makaha, Oahu Tiger Shark Hawaii Unprovoked 2016.00
530 SUP Foil boarding USA N Maui Tiger Shark Hawaii Unprovoked 2016.00
541 Fishing USA N 8 miles off Mobile Tiger Shark Alabama Watercraft 2016.00
587 Walking NEW CALEDONIA Y Poe Beach Tiger Shark Grand Terre Unprovoked 2016.00
615 Paddle boarding USA N Wailea Beach, Maui Tiger Shark Hawaii Unprovoked 2016.00
623 Scuba diving BRAZIL N Fernano de Noronha Tiger Shark Pernambuco Unprovoked 2015.00
644 Swimming USA N Lanikai Beach, Kailua, Oahu Tiger Shark Hawaii Unprovoked 2015.00
647 Surfing USA N Leftovers, Oahu Tiger Shark Hawaii Unprovoked 2015.00
657 Spearfishing USA N Upolu Point, North Kohala, Big Island Tiger Shark Hawaii Unprovoked 2015.00
669 Spearfishing FIJI N Fiji Tiger Shark Oceania Unprovoked 2015.00
740 Standing / Snorkeling USA N Hapuna Beach Tiger Shark Hawaii Unprovoked 2015.00
746 Swimming REUNION Y Ravine Mula Tiger Shark d’Étang-Salé Unprovoked 2015.00
769 Spearfishing AUSTRALIA Y Rudder Reef Tiger Shark Queensland Unprovoked 2014.00
779 Surfing USA N North Kohala, Hawaii County Tiger Shark Hawaii Unprovoked 2014.00
781 Stand-Up Paddleboarding USA N Kihei, Maui Tiger Shark Hawaii Unprovoked 2014.00
892 Boogie boarding USA N Ninole Bay, Hawaii County Tiger Shark Hawaii Unprovoked 2013.00
896 Body boarding AUSTRALIA Y Riecks Point, Campbells Beach Tiger Shark New South Wales Unprovoked 2013.00
904 Kiteboarding USA N Kanaha Beach, Maui Tiger Shark Hawaii Unprovoked 2013.00
910 Surfing USA N Pila'a Beach, Kauai Tiger Shark Hawaii Unprovoked 2013.00
938 Snorkeling USA Y Makena, Maui Tiger Shark Hawaii Unprovoked 2013.00
947 Surfing USA N White Plains Beach, Oahu Tiger Shark Hawaii Unprovoked 2013.00
963 Swimming USA N Kona Coast State Park Tiger Shark Hawaii Unprovoked 2013.00
979 Swimming MEXICO N Seagull Beach, Cancun Tiger Shark Quintana Roo Unprovoked 2013.00
995 Spearfishing JAMAICA Y Pillikin Red Light area Tiger Shark St. Catherine Unprovoked 2013.00
1008 Surfing USA N Kiholo Bay Tiger Shark Hawaii Unprovoked 2013.00
1014 Swimming SOUTH AFRICA Y Port St. Johns Tiger Shark Eastern Cape Province Unprovoked 2012.00
1015 Surfing AUSTRALIA N Trigg Beach Tiger Shark Western Australia Unprovoked 2012.00
1019 Snorkeling USA N Kihei, Maui Tiger Shark Hawaii Unprovoked 2012.00
1023 Diving USA N Makena Landing, Maui Tiger Shark Hawaii Unprovoked 2012.00
1024 Surfing USA N Davidsons Surf Break, Kekaha, Kauai Tiger Shark Hawaii Unprovoked 2012.00
1026 Swimming USA N Makena Landing, Maui Tiger Shark Hawaii Unprovoked 2012.00
1046 Spearfishing USA N Spreckelsville, Maui Tiger Shark Hawaii Provoked 2012.00
1092 Kayak Fishing USA N Iroquiois Point, Oahu Tiger Shark Hawaii Watercraft 2012.00
1100 Surfing USA N Leftovers near Chuns Reef, Oahu Tiger Shark Hawaii Unprovoked 2012.00
1120 Snorkeling AUSTRALIA N Coral Bay Tiger Shark Western Australia Unprovoked 2012.00
1121 Diving, photographing sharks BAHAMAS N Cat Island Tiger Shark Bahamas Unprovoked 2012.00
1168 Kite Surfing PAPUA NEW GUINEA N Hula, near Port Moresby Tiger Shark Central Province Unprovoked 2011.00
1218 Surfing USA N Lyman Beach, Kailua-Kona Tiger Shark Hawaii Unprovoked 2011.00
1219 Paddle boarding USA N Lyman Beach, Kailua-Kona Tiger Shark Hawaii Unprovoked 2011.00
1222 Kite Boarding NEW CALEDONIA Y Kendec Tiger Shark North Province Unprovoked 2011.00
38 Snorkeling USA N Sombero Key Light, Monroe County Bull Shark Florida Unprovoked 2020.00
67 Treading water USA N Neuse River, Craven County Bull Shark North Carolina Unprovoked 2020.00
70 Wading USA N Melbourne Beach, Brevard County Bull Shark Florida Unprovoked 2020.00
75 Playing USA N Homestead, Miami-Dade County Bull Shark Florida Unprovoked 2020.00
84 Spearfishing BAHAMAS N NoName Cay Bull Shark Abaco Islands Unprovoked 2020.00
85 Spearfishing AUSTRALIA N Lucinda Bull Shark Queensland Unprovoked 2020.00
86 Playing THAILAND N Chebilang pier Bull Shark Muang district of Satun province, Unprovoked 2020.00
94 Surfing USA N Cocoa Beach, Brevard County Bull Shark Florida Unprovoked 2020.00
183 Swimming USA N Wilmington River, Chatham County Bull Shark Georgia Unprovoked 2019.00
190 Swimming NEW CALEDONIA N Port South Marina Bull Shark Noumea Unprovoked 2019.00
221 Spearfishing USA N Key Biscayne Bull Shark Florida Unprovoked 2019.00
247 Body Surfing AUSTRALIA N Samurai Beach Bull Shark New South Wales Unprovoked 2018.00
254 Fish farm AUSTRALIA N Groote Eylandt Bull Shark Northern Territory Unprovoked 2018.00
302 Walking USA N Cocoa Beach, Brevard County Bull Shark Florida Unprovoked 2018.00
321 Swimming THAILAND N Sai Noi Beach Bull Shark Hua Hin Unprovoked 2018.00
328 Swimming BAHAMAS N Bimini Bull Shark Bahamas Unprovoked 2018.00
337 Walking AUSTRALIA N Surf Beach, Kiama Bull Shark New South Wales Unprovoked 2018.00
342 Spearfishing AUSTRALIA N Cone Bay Bull Shark Western Australia Unprovoked 2018.00
343 Spearfishing NEW CALEDONIA N Nouvelle Bull Shark Oceania Unprovoked 2018.00
417 Swimming USA N Haulover Beach, Miami-Dade County Bull Shark Florida Unprovoked 2017.00
424 Swimming USA N Burkes Beach, Hilton Head, Beaufort County Bull Shark South Carolina Unprovoked 2017.00
425 Body boarding REUNION N Roches Noire Bull Shark Saint-Paul Unprovoked 2017.00
462 Swimming USA N Destin, Okaloosa County Bull Shark Florida Unprovoked 2017.00
470 Snorkeling AUSTRALIA N Mauds Point Bull Shark Western Australia Unprovoked 2017.00
481 Scuba Diving AUSTRALIA N Boot Reef, Torres Strait Bull Shark Queensland Unprovoked 2017.00
484 Surfing INDONESIA N Balian Beach Bull Shark Bali Unprovoked 2017.00
525 Surfing USA N New Smyrna Beach, Volusia County Bull Shark Florida Unprovoked 2016.00
527 Surfing REUNION N Boucan Canot Bull Shark Saint-Paul Unprovoked 2016.00
539 Spearfishing BAHAMAS N Green Turtle Cay Bull Shark Abaco Islands Unprovoked 2016.00
573 Swimming USA N St. Petersburg, Pinellas County Bull Shark Florida Unprovoked 2016.00
580 Surfing INDONESIA N Balian Bull Shark Bali Unprovoked 2016.00
586 Spearfishing USA N Off Singer Island, Palm Beach County Bull Shark Florida Unprovoked 2016.00
613 Spearfishing USA N Off Surfside Bull Shark Texas Unprovoked 2016.00
626 Lobster fishing BAHAMAS N Off Andros Island Bull Shark Bahamas Unprovoked 2015.00
632 Surfing AUSTRALIA N East Ballina Bull Shark New South Wales Unprovoked 2015.00
687 Surfing REUNION N Saint-Leu Bull Shark Saint-Paul Unprovoked 2015.00
699 Swimming USA N Rodanthe, Dare County Bull Shark North Carolina Unprovoked 2015.00
711 Wading USA N Oak Island, Brunswick County Bull Shark North Carolina Unprovoked 2015.00
712 Wading USA N Oak Island, Brunswick County Bull Shark North Carolina Unprovoked 2015.00
715 Playing USA N Lori Wilson Park, Cocoa Beach, Brevard County Bull Shark Florida Unprovoked 2015.00
717 Surfing REUNION N Folette Bull Shark Le Port Unprovoked 2015.00
724 Snorkeling NEW CALEDONIA Y Kouare Bull Shark Oceania Unprovoked 2015.00
733 Surfing REUNION Y Cap Homard Bull Shark Saint-Gilles-les-Bains Unprovoked 2015.00
735 Spearfishing USA N 3 miles off Jupiter, Palm Beach County Bull Shark Florida Unprovoked 2015.00
750 Rowing AUSTRALIA N Nerang River, Surfers Paradise Bull Shark Queensland Watercraft 2015.00
786 Standing in inner tube USA N Hilton Head Island, Beaufort County Bull Shark South Carolina Unprovoked 2014.00
800 Fishing USA N Katrina Cut, Dauphin Island, Mobile County Bull Shark Alabama Unprovoked 2014.00
811 Fishing for sharks USA N Apalachicola Bay Bull Shark Florida Provoked 2014.00
814 Standing USA N 3 to 4 miles west of Indian Pass, Gulf County Bull Shark Florida Unprovoked 2014.00
816 Spearfishing BAHAMAS N Grand Bahamas Bull Shark Bahamas Unprovoked 2014.00
818 Swimming USA N Lake Ponchartain off Southshore Harbor, New Or... Bull Shark Louisiana Unprovoked 2014.00
847 Swimming USA N Fort Lauderdale Bull Shark Florida Unprovoked 2014.00
850 Fell into the water AUSTRALIA N Nerang River near Chevron Island Bull Shark Queensland Unprovoked 2014.00
921 Swimming USA N Casino Beach, Pensacola, Escambia County Bull Shark Florida Unprovoked 2013.00
940 Surfing USA N Folly Beach Bull Shark South Carolina Unprovoked 2013.00
942 Fishing USA N Sanibel Island, Lee County Bull Shark Florida Unprovoked 2013.00
961 Swimming USA N Jacksonville, Duval County Bull Shark Florida Unprovoked 2013.00
976 Body boarding REUNION Y Brisant Beach Bull Shark Saint-Gilles Unprovoked 2013.00
983 Surfing USA N New Smyrna Beach, Volusia County Bull Shark Florida Unprovoked 2013.00
1013 Paddle boarding AUSTRALIA N Kylies Beach, Diamond Head Bull Shark New South Wales Unprovoked 2012.00
1038 Swimming TONGA N Eueiki Island Bull Shark Vava'u Unprovoked 2012.00
1054 Surfing REUNION N Saint-Leu Bull Shark Saint-Paul Unprovoked 2012.00
1090 Free diving / spearfishing MEXICO N Boca de la Leña, La Unión Bull Shark Guerrero Unprovoked 2012.00
1105 Surfing AUSTRALIA N Nobbys Beach Bull Shark Queensland Unprovoked 2012.00
1106 Surfing USA N Jensen Beach, Martin County Bull Shark Florida Unprovoked 2012.00
1161 Spearfishing USA N Santa Maria Island, Manatee County Bull Shark Florida Unprovoked 2011.00
1185 Swimming or Snorkeling SEYCHELLES Y Anse Lazio Bull Shark Praslin Unprovoked 2011.00
1204 Playing in the surf USA N North Topsail Beach, Onslow County Bull Shark North Carolina Unprovoked 2011.00
1227 Spearfishing USA N Riviera Beach, Palm Beach County Bull Shark Florida Unprovoked 2011.00
1231 Surfing INDONESIA N Balian Bull Shark Bali Unprovoked 2011.00
1234 Swimming MEXICO N Gaviotas Beach, Cancun Bull Shark Quintana Roo Unprovoked 2011.00
1235 Surfing AUSTRALIA N Crowdy Head Bull Shark New South Wales Unprovoked 2011.00
1241 Fishing AUSTRALIA N Between Bull Shark Queensland Provoked 2011.00
1279 Surfing AUSTRALIA N Mullaway Headland Bull Shark New South Wales Unprovoked 2010.00
1317 Surfing USA N Eight Mile Beach, Galveston Bull Shark Texas Unprovoked 2010.00
In [49]:
shark_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 298 entries, 15 to 1317
Data columns (total 8 columns):
 #   Column    Non-Null Count  Dtype  
---  ------    --------------  -----  
 0   Activity  298 non-null    object 
 1   Country   298 non-null    object 
 2   Fatal     298 non-null    object 
 3   Location  298 non-null    object 
 4   Species   298 non-null    object 
 5   State     298 non-null    object 
 6   Type      298 non-null    object 
 7   Year      298 non-null    float64
dtypes: float64(1), object(7)
memory usage: 21.0+ KB
In [50]:
shark_df.columns
Out[50]:
Index(['Activity', 'Country', 'Fatal', 'Location', 'Species', 'State', 'Type',
       'Year'],
      dtype='object')
In [51]:
shark_df.shape
Out[51]:
(298, 8)
In [52]:
shark_df['Fatal'].count()
Out[52]:
298
In [53]:
sns.countplot(x='Species', hue='State',data=shark_df)
plt.legend(bbox_to_anchor=(1.01, 1),borderaxespad=0)
Out[53]:
<matplotlib.legend.Legend at 0x7f9a68918550>
In [54]:
sns.countplot(x='Species', hue='Country',data=shark_df)
plt.legend(bbox_to_anchor=(1.01, 1),borderaxespad=0)
Out[54]:
<matplotlib.legend.Legend at 0x7f9a69296af0>
In [55]:
sns.countplot(x='Species',hue='Fatal',data=shark_df)
Out[55]:
<AxesSubplot:xlabel='Species', ylabel='count'>
In [56]:
shark_df[shark_df['Fatal']=='Y'].count()
Out[56]:
Activity    48
Country     48
Fatal       48
Location    48
Species     48
State       48
Type        48
Year        48
dtype: int64
In [57]:
shark_df.isnull().sum()
Out[57]:
Activity    0
Country     0
Fatal       0
Location    0
Species     0
State       0
Type        0
Year        0
dtype: int64
In [58]:
shark_df.apply(lambda x: len(x.unique()))
Out[58]:
Activity     67
Country      23
Fatal         2
Location    285
Species       3
State        64
Type          5
Year         11
dtype: int64
pd.set_option('max_columns',None) pd.set_option('max_rows',None) shark_df
In [59]:
shark_df.sort_values(by=['Year'],ascending=False).reset_index(drop=True)
Out[59]:
Activity Country Fatal Location Species State Type Year
0 Swimming USA N Coronado, San Diego County White Shark California Unprovoked 2020.00
1 Surfing AUSTRALIA N Kangaroo Island White Shark South Australia Unprovoked 2020.00
2 Surfing USA N Cocoa Beach, Brevard County Bull Shark Florida Unprovoked 2020.00
3 Playing THAILAND N Chebilang pier Bull Shark Muang district of Satun province, Unprovoked 2020.00
4 Spearfishing AUSTRALIA N Lucinda Bull Shark Queensland Unprovoked 2020.00
5 Spearfishing BAHAMAS N NoName Cay Bull Shark Abaco Islands Unprovoked 2020.00
6 Playing USA N Homestead, Miami-Dade County Bull Shark Florida Unprovoked 2020.00
7 Wading USA N Melbourne Beach, Brevard County Bull Shark Florida Unprovoked 2020.00
8 Treading water USA N Neuse River, Craven County Bull Shark North Carolina Unprovoked 2020.00
9 Snorkeling USA N Sombero Key Light, Monroe County Bull Shark Florida Unprovoked 2020.00
10 Stand-Up Paddle boarding USA N Wailea Tiger Shark Maui Unprovoked 2020.00
11 Surfing USA N Davidsons Beach, Kauai Tiger Shark Hawaii Unprovoked 2020.00
12 Windsurfing NEW CALEDONIA Y Plateau de Ricaudy, Nouméa Tiger Shark South Province Unprovoked 2020.00
13 Body boarding AUSTRALIA Y Cable Beach Tiger Shark Western Australia Unprovoked 2020.00
14 Snorkeling NEW CALEDONIA N St. Vincent Bay Tiger Shark South Province Unprovoked 2020.00
15 Surfing USA Y Honolua Bay Tiger Shark Hawaii Unprovoked 2020.00
16 Swimming ST MARTIN Y Orient Beach Tiger Shark Caribbean Unprovoked 2020.00
17 Surfing NEW ZEALAND N Pauanui Beach White Shark North Island Unprovoked 2020.00
18 Kayak fishing USA N Shelter Cove, Humboldt County White Shark California Unprovoked 2020.00
19 Fishing AUSTRALIA N Stanley White Shark Tasmania Unprovoked 2020.00
20 Surfing AUSTRALIA Y Wilsons Headland White Shark New South Wales Unprovoked 2020.00
21 Scuba diving AUSTRALIA Y Cull Island / Esperance White Shark Western Australia Unprovoked 2020.00
22 Swimming USA Y Bailey Island, Cumberland County White Shark Maine Unprovoked 2020.00
23 Sightseeing AUSTRALIA N Tenth Island White Shark Tasmania Watercraft 2020.00
24 Surfing AUSTRALIA N Bunker Bay Beach White Shark Western Australia Unprovoked 2020.00
25 Surfing AUSTRALIA N Shelly Beach, Port Macquarie White Shark New South Wales Unprovoked 2020.00
26 Fishing / Filming sharks feeding on whale carcass AUSTRALIA N Forster White Shark New South Wales Watercraft 2020.00
27 Surfing AUSTRALIA Y Greenmount Beach, Coolangatta White Shark Queensland Unprovoked 2020.00
28 Foil-boarding AUSTRALIA N Cabarita Beach White Shark New South Wales Unprovoked 2020.00
29 Surfing AUSTRALIA Y Salt Beach near Kingscliff White Shark New South Wales Unprovoked 2020.00
30 Surfing USA Y Sand Dollar Beach, Santa Cruz County White Shark California Unprovoked 2020.00
31 Kayak fishing NEW ZEALAND N Stanmore Bay, Auckland White Shark North Island Provoked 2020.00
32 Snorkeling REUNION ISLAND Y L’Hermitage Lagoon Tiger Shark Saint-Gilles Questionable 2019.00
33 Kayaking REUNION ISLAND Y Saline-les-Bains Tiger Shark Saint-Paul Questionable 2019.00
34 Kayaking fishing SOUTH AFRICA N East London White Shark Eastern Cape Province Watercraft 2019.00
35 Fishing AUSTRALIA N Shellharbour White Shark New South Wales Provoked 2019.00
36 Snorkeling AUSTRALIA N Off Airlie Beach, Whitsundays Tiger Shark Queensland Unprovoked 2019.00
37 Scuba diving FIJI N Beqa Tiger Shark Oceania Unprovoked 2019.00
38 Kayaking USA N Anaehoomalu Bay, Hawaii Tiger Shark Hawaii Unprovoked 2019.00
39 Picking opihi USA N North Koahala, Big Island Tiger Shark Hawaii Questionable 2019.00
40 Swimming USA N Wilmington River, Chatham County Bull Shark Georgia Unprovoked 2019.00
41 Swimming NEW CALEDONIA N Port South Marina Bull Shark Noumea Unprovoked 2019.00
42 Spearfishing USA N Key Biscayne Bull Shark Florida Unprovoked 2019.00
43 Surfing USA N Hanalei Bay, Kauai Tiger Shark Hawaii Unprovoked 2019.00
44 Stand-Up Paddleboarding USA N Cove Park, Kihei, Maui Tiger Shark Hawaii Unprovoked 2019.00
45 Scuba diving NEW ZEALAND N Pitt Island or Chatham Island White Shark Chatham Islands Unprovoked 2019.00
46 Surfing USA N San Onofre, San Diego County White Shark California Unprovoked 2019.00
47 Surfing USA N North Salmon Creek Beach, Sonoma County White Shark California Unprovoked 2019.00
48 Spearfishing AUSTRALIA N Burns Beach, Perth White Shark Western Australia Unprovoked 2019.00
49 Kayaking USA N Ship Rock near Catalina, Los Angeles County White Shark California Watercraft 2019.00
50 Surfing AUSTRALIA N Lighthouse Beach White Shark New South Wales Unprovoked 2019.00
51 Surfing USA N Sandspit Beach, Montaña de Oro State Park White Shark California Unprovoked 2019.00
52 Kayaking AUSTRALIA N Moffat Beach Tiger Shark Queensland Watercraft 2018.00
53 Diving USA N Beacons Beach, San Diego County White Shark California Unprovoked 2018.00
54 Swimming BRAZIL Y Piedade Beach, Recife Tiger Shark Pernambuco Unprovoked 2018.00
55 Surfing NEW ZEALAND N Baylys Beach White Shark North Island Unprovoked 2018.00
56 Scuba diving COSTA RICA N Manuelita Tiger Shark Cocos Island Unprovoked 2018.00
57 Stand-Up Paddleboarding USA N Pounders Beach, Oahu Tiger Shark Hawaii Unprovoked 2018.00
58 Surfing BAHAMAS N Nirvana Beach Tiger Shark New Providence Unprovoked 2018.00
59 Stand-Up Paddleboarding USA N Kukio Beach Tiger Shark Hawaii Unprovoked 2018.00
60 Fishing USA N Humboldt County White Shark California Watercraft 2018.00
61 Diving MEXICO Y Southeast of Puerto Peñasco Tiger Shark Sonora Unprovoked 2018.00
62 Surfing SOUTH AFRICA N St. Francis Bay White Shark Eastern Cape Province Unprovoked 2018.00
63 Surf-skiing SOUTH AFRICA N Robberg Beach, Plettenberg Bay White Shark Western Cape Province Unprovoked 2018.00
64 Fishing SOUTH AFRICA N Tinley Manor White Shark KwaZulu-Natal Unprovoked 2018.00
65 Paddling USA N Oceanside, San Diego County White Shark California Watercraft 2018.00
66 Swimming USA N Longnook Beach, Truro, Barnstable County White Shark Massachusetts Unprovoked 2018.00
67 Boogie boarding USA Y Newcomb Hollow Beach, Wellfleet, Barnstable Co... White Shark Massachusetts Unprovoked 2018.00
68 Surfing AUSTRALIA N South Point, Gracetown White Shark Western Australia Unprovoked 2018.00
69 Fishing MALDIVES N Madoogali Tiger Shark Alifu Alifu Atoll Unprovoked 2018.00
70 Snorkeling EGYPT Y Marsa Alam Tiger Shark Red Sea Unprovoked 2018.00
71 Walking AUSTRALIA N Surf Beach, Kiama Bull Shark New South Wales Unprovoked 2018.00
72 Free diving AUSTRALIA N Martin Islet White Shark New South Wales Unprovoked 2018.00
73 Swimming AUSTRALIA N Little Congwong Beach, La Perouse White Shark New South Wales Unprovoked 2018.00
74 Body Surfing AUSTRALIA N Samurai Beach Bull Shark New South Wales Unprovoked 2018.00
75 Spearfishing AUSTRALIA N Cone Bay Bull Shark Western Australia Unprovoked 2018.00
76 Spearfishing NEW CALEDONIA N Nouvelle Bull Shark Oceania Unprovoked 2018.00
77 Swimming BAHAMAS N Bimini Bull Shark Bahamas Unprovoked 2018.00
78 Swimming THAILAND N Sai Noi Beach Bull Shark Hua Hin Unprovoked 2018.00
79 Walking USA N Cocoa Beach, Brevard County Bull Shark Florida Unprovoked 2018.00
80 Fish farm AUSTRALIA N Groote Eylandt Bull Shark Northern Territory Unprovoked 2018.00
81 Free diving MEXICO N La Ticla Tiger Shark Colima Provoked 2018.00
82 Spearfishing USA N Stillwater Cove, Monterey County White Shark California Unprovoked 2017.00
83 Kayaking / Fishing AUSTRALIA N Normanville White Shark South Australia Unprovoked 2017.00
84 Surfing AUSTRALIA N Gracetown White Shark Western Australia Unprovoked 2017.00
85 Fishing AUSTRALIA N Esperance White Shark Westerm Australia Watercraft 2017.00
86 Surfing AUSTRALIA N Iluka Beach White Shark New South Wales Unprovoked 2017.00
87 Feeding sharks USA N Off Jupiter Tiger Shark Florida Unprovoked 2017.00
88 Kayaking USA N Stearns Wharf, Santa Barbara White Shark California Watercraft 2017.00
89 Swimming USA N Haulover Beach, Miami-Dade County Bull Shark Florida Unprovoked 2017.00
90 Surfing INDONESIA N Balian Beach Bull Shark Bali Unprovoked 2017.00
91 Scuba Diving AUSTRALIA N Boot Reef, Torres Strait Bull Shark Queensland Unprovoked 2017.00
92 Snorkeling AUSTRALIA N Mauds Point Bull Shark Western Australia Unprovoked 2017.00
93 Swimming USA N Destin, Okaloosa County Bull Shark Florida Unprovoked 2017.00
94 Body boarding REUNION N Roches Noire Bull Shark Saint-Paul Unprovoked 2017.00
95 Swimming USA N Burkes Beach, Hilton Head, Beaufort County Bull Shark South Carolina Unprovoked 2017.00
96 Fishing SOUTH AFRICA N Eastmoor Crescent Beach Tiger Shark KwaZulu-Natal Watercraft 2017.00
97 Surfing USA N Hultins Beach, Oahu Tiger Shark Hawaii Unprovoked 2017.00
98 Surfing USA N Kekaha Beach, Kauai Tiger Shark Hawaii Unprovoked 2017.00
99 SUP USA N Marconi Beach, Wellfleet, Barnstable County White Shark Massachusetts Unprovoked 2017.00
100 Snorkeling BAHAMAS N Athol Island Tiger Shark New Providence Unprovoked 2017.00
101 Fishing MEXICO N Sánchez Magallanes, Cárdenas Tiger Shark Tabasco Provoked 2017.00
102 Surfing USA N Davidsons Beach, Kekaha, Kauai Tiger Shark Hawaii Unprovoked 2017.00
103 Night bathing CUBA Y Guardalavaca Beach Tiger Shark Holquin Province Unprovoked 2017.00
104 Surfing AUSTRALIA N Cathedral Rock White Shark Victoria Unprovoked 2017.00
105 Fishing USA N Between Pescadero Point & Bean Hollow Beach, S... White Shark California Watercraft 2017.00
106 Body boarding AUSTRALIA N Point Casuarina, Bunbury White Shark Western Australia Unprovoked 2017.00
107 Surfing SOUTH AFRICA N Nahoon Reef, East London White Shark Eastern Cape Province Unprovoked 2017.00
108 SUP USA N Seal Rock, Goleta Beach, Santa Barbara White Shark California Unprovoked 2017.00
109 Surfing USA N South Beach, Westport, Grays Harbor County White Shark Washington Unprovoked 2017.00
110 Kayaking USA N Monterey Bay White Shark California Watercraft 2017.00
111 Surfing AUSTRALIA Y Kelpies near Wylie Bay White Shark Western Australia Unprovoked 2017.00
112 Kayaking USA N Santa Cruz, Santa Cruz County White Shark California Watercraft 2017.00
113 Surfing INDONESIA N Balian Bull Shark Bali Unprovoked 2016.00
114 Swimming USA N St. Petersburg, Pinellas County Bull Shark Florida Unprovoked 2016.00
115 Spearfishing BAHAMAS N Green Turtle Cay Bull Shark Abaco Islands Unprovoked 2016.00
116 Surfing REUNION N Boucan Canot Bull Shark Saint-Paul Unprovoked 2016.00
117 Surfing USA N New Smyrna Beach, Volusia County Bull Shark Florida Unprovoked 2016.00
118 Fishing USA N 8 miles off Mobile Tiger Shark Alabama Watercraft 2016.00
119 Spearfishing USA N Off Surfside Bull Shark Texas Unprovoked 2016.00
120 Surf skiing SOUTH AFRICA N Keurbooms Lagoon, Plettenberg Bay White Shark Western Cape Province Unprovoked 2016.00
121 Surfing AUSTRALIA N Booti Booti National Park White Shark New South Wales Unprovoked 2016.00
122 Cage Diving MEXICO N Guadalupe Island White Shark Baja California Invalid 2016.00
123 Paddle boarding USA N Wailea Beach, Maui Tiger Shark Hawaii Unprovoked 2016.00
124 Walking NEW CALEDONIA Y Poe Beach Tiger Shark Grand Terre Unprovoked 2016.00
125 Floating USA N Kamaole Beach Park I, Maui Tiger Shark Hawaii Unprovoked 2016.00
126 Swimming USA N Makaha, Oahu Tiger Shark Hawaii Unprovoked 2016.00
127 Spearfishing USA N Off Singer Island, Palm Beach County Bull Shark Florida Unprovoked 2016.00
128 SUP Foil boarding USA N Maui Tiger Shark Hawaii Unprovoked 2016.00
129 Fishing USA N Capitola, Santa Cruz County White Shark California Watercraft 2016.00
130 Surfing AUSTRALIA Y Falcon Beach, Mandurah White Shark Western Australia Unprovoked 2016.00
131 Fishing USA N Off Palos Verdes peninsula, Los Angeles County White Shark California Watercraft 2016.00
132 Surf-skiing SOUTH AFRICA N Robberg Beach, Plettenberg Bay White Shark Western Cape Province Unprovoked 2016.00
133 Kite surfing USA N Surfside, Orange County White Shark California Unprovoked 2016.00
134 Free diving AUSTRALIA N Near Albany White Shark Western Australia Watercraft 2016.00
135 Spearfishing USA N Refugio State Beach, Santa Barbara County White Shark California Unprovoked 2016.00
136 Surfing AUSTRALIA N Lighthouse Beach, Ballina White Shark New South Wales Unprovoked 2016.00
137 Spearfishing SOUTH AFRICA N Ryspunt White Shark Western Cape Province Unprovoked 2016.00
138 Surfing AUSTRALIA N Saltwater Beach White Shark New South Wales Unprovoked 2015.00
139 Surfing SOUTH AFRICA N Lookout Beach, Plettenberg Bay White Shark Western Cape Province Unprovoked 2015.00
140 Body Boarding SOUTH AFRICA N Buffels Bay near Knysna White Shark Western Cape Province Unprovoked 2015.00
141 Diving SOUTH AFRICA N Port St. Johns White Shark Eastern Cape Province Unprovoked 2015.00
142 Surfing AUSTRALIA N Fishery Bay White Shark South Australia Unprovoked 2015.00
143 Surf skiing AUSTRALIA N Belongil Beach, Byron Bay White Shark New South Wales Unprovoked 2015.00
144 Kayak Fishing SOUTH AFRICA N Yellow Sands Point White Shark Eastern Cape Province Watercraft 2015.00
145 Transatlantic Rowing ATLANTIC OCEAN N Atlantic Ocean White Shark Atlantic Ocean Watercraft 2015.00
146 Fishing USA N Off Panama City White Shark Florida Watercraft 2015.00
147 Surfing AUSTRALIA N Denmark White Shark Western Australia Invalid 2015.00
148 Wading USA N Oak Island, Brunswick County Bull Shark North Carolina Unprovoked 2015.00
149 Fishing AUSTRALIA N Lake Macquarie White Shark New South Wales Watercraft 2015.00
150 Body boarding AUSTRALIA N East Ballina White Shark New South Wales Unprovoked 2015.00
151 Surfing AUSTRALIA N Lennox Head White Shark New South Wales Unprovoked 2015.00
152 Surfing USA N Huntington Beach, Orange County White Shark California Unprovoked 2015.00
153 Surfing SOUTH AFRICA N Jeffreys Bay White Shark Eastern Cape Province Unprovoked 2015.00
154 Scallop diving on hookah AUSTRALIA Y Lachan Island, Mercury Passage White Shark Tasmania Unprovoked 2015.00
155 Surfing AUSTRALIA N Evans Head White Shark New South Wales Unprovoked 2015.00
156 Kayak Fishing USA N Santa Barbara County White Shark California Watercraft 2015.00
157 Surfing USA N Morro Bay, San Luis Obispo County White Shark California Unprovoked 2015.00
158 Kayak fishing USA N Horseshoe Rock, Santa Barbara County White Shark California Watercraft 2015.00
159 Stand-Up Paddleboarding USA N El Pescador Beach, Los Angeles County White Shark California Unprovoked 2015.00
160 Surfing SOUTH AFRICA N Stil Bay White Shark Western Cape Province Unprovoked 2015.00
161 Spearfishing USA N Upolu Point, North Kohala, Big Island Tiger Shark Hawaii Unprovoked 2015.00
162 Scuba diving BRAZIL N Fernano de Noronha Tiger Shark Pernambuco Unprovoked 2015.00
163 Rowing AUSTRALIA N Nerang River, Surfers Paradise Bull Shark Queensland Watercraft 2015.00
164 Surfing REUNION N Saint-Leu Bull Shark Saint-Paul Unprovoked 2015.00
165 Surfing AUSTRALIA N East Ballina Bull Shark New South Wales Unprovoked 2015.00
166 Lobster fishing BAHAMAS N Off Andros Island Bull Shark Bahamas Unprovoked 2015.00
167 Wading USA N Oak Island, Brunswick County Bull Shark North Carolina Unprovoked 2015.00
168 Playing USA N Lori Wilson Park, Cocoa Beach, Brevard County Bull Shark Florida Unprovoked 2015.00
169 Surfing REUNION N Folette Bull Shark Le Port Unprovoked 2015.00
170 Snorkeling NEW CALEDONIA Y Kouare Bull Shark Oceania Unprovoked 2015.00
171 Surfing REUNION Y Cap Homard Bull Shark Saint-Gilles-les-Bains Unprovoked 2015.00
172 Spearfishing USA N 3 miles off Jupiter, Palm Beach County Bull Shark Florida Unprovoked 2015.00
173 Fishing SOUTH AFRICA N Westbrook Beach White Shark KwaZulu-Natal Watercraft 2015.00
174 Surfing USA N Morro Strand State Beach, San Luis Obispo County White Shark California Unprovoked 2015.00
175 Swimming REUNION Y Ravine Mula Tiger Shark d’Étang-Salé Unprovoked 2015.00
176 Standing / Snorkeling USA N Hapuna Beach Tiger Shark Hawaii Unprovoked 2015.00
177 Spearfishing FIJI N Fiji Tiger Shark Oceania Unprovoked 2015.00
178 Swimming USA N Rodanthe, Dare County Bull Shark North Carolina Unprovoked 2015.00
179 Surfing USA N Leftovers, Oahu Tiger Shark Hawaii Unprovoked 2015.00
180 Swimming USA N Lanikai Beach, Kailua, Oahu Tiger Shark Hawaii Unprovoked 2015.00
181 Surf-skiing AUSTRALIA N Hallidays Point White Shark New South Wales Unprovoked 2015.00
182 Stand-Up Paddleboarding USA N Kihei, Maui Tiger Shark Hawaii Unprovoked 2014.00
183 Surfing USA N North Kohala, Hawaii County Tiger Shark Hawaii Unprovoked 2014.00
184 Spearfishing AUSTRALIA Y Rudder Reef Tiger Shark Queensland Unprovoked 2014.00
185 Boat attack USA N Franklin Point, San Mateo County White Shark California Watercraft 2014.00
186 Spearfishing AUSTRALIA Y Three Stripes near Cheynes Beach White Shark Western Australia Unprovoked 2014.00
187 Swimming AUSTRALIA Y Tathra White Shark New South Wales Unprovoked 2014.00
188 Fell into the water AUSTRALIA N Nerang River near Chevron Island Bull Shark Queensland Unprovoked 2014.00
189 Swimming USA N Fort Lauderdale Bull Shark Florida Unprovoked 2014.00
190 Swimming USA N Lake Ponchartain off Southshore Harbor, New Or... Bull Shark Louisiana Unprovoked 2014.00
191 Spearfishing BAHAMAS N Grand Bahamas Bull Shark Bahamas Unprovoked 2014.00
192 Standing USA N 3 to 4 miles west of Indian Pass, Gulf County Bull Shark Florida Unprovoked 2014.00
193 Fishing for sharks USA N Apalachicola Bay Bull Shark Florida Provoked 2014.00
194 Surfing USA N Montaña de Oro State Park, San Luis Obispo Cou... White Shark California Unprovoked 2014.00
195 Standing in inner tube USA N Hilton Head Island, Beaufort County Bull Shark South Carolina Unprovoked 2014.00
196 Filming a documentary NEW ZEALAND N Stewart Island White Shark Southland Watercraft 2014.00
197 Fishing USA N Katrina Cut, Dauphin Island, Mobile County Bull Shark Alabama Unprovoked 2014.00
198 Shark watching SOUTH AFRICA N South Africa White Shark South Africa Watercraft 2014.00
199 Surfing AUSTRALIA N Elliston, Eyre Peninsula White Shark South Australia Unprovoked 2014.00
200 Swimming USA N Manhattan Beach, Los Angeles County White Shark California Provoked 2014.00
201 Surfing SOUTH AFRICA N Muizenberg White Shark Western Cape Province Unprovoked 2014.00
202 Kayaking USA N Manomet Point, Plymouth, Plymouth County White Shark Massachusetts Watercraft 2014.00
203 Surfing AUSTRALIA N Kelpids Beach, Wylie Bay, Esperance White Shark Western Australia Unprovoked 2014.00
204 Kayaking USA N Santa Barbara County White Shark California Watercraft 2014.00
205 Kayaking USA N Santa Barbara County White Shark California Watercraft 2014.00
206 Fishing AUSTRALIA N Fremantle White Shark Western Australia Watercraft 2014.00
207 Swimming USA N Casino Beach, Pensacola, Escambia County Bull Shark Florida Unprovoked 2013.00
208 Surfing USA N Folly Beach Bull Shark South Carolina Unprovoked 2013.00
209 Fishing USA N Sanibel Island, Lee County Bull Shark Florida Unprovoked 2013.00
210 Swimming USA N Jacksonville, Duval County Bull Shark Florida Unprovoked 2013.00
211 Body boarding REUNION Y Brisant Beach Bull Shark Saint-Gilles Unprovoked 2013.00
212 Surfing USA N New Smyrna Beach, Volusia County Bull Shark Florida Unprovoked 2013.00
213 Surfing USA N Gleneden Beach, Lincoln County White Shark Oregon Unprovoked 2013.00
214 Snorkeling USA Y Makena, Maui Tiger Shark Hawaii Unprovoked 2013.00
215 Spearfishing JAMAICA Y Pillikin Red Light area Tiger Shark St. Catherine Unprovoked 2013.00
216 Swimming USA N Kona Coast State Park Tiger Shark Hawaii Unprovoked 2013.00
217 Surfing USA N White Plains Beach, Oahu Tiger Shark Hawaii Unprovoked 2013.00
218 Surfing USA N Kiholo Bay Tiger Shark Hawaii Unprovoked 2013.00
219 Swimming / snorkeling SOUTH AFRICA Y Albatros Point, near Jeffreys Bay White Shark Eastern Cape Province Unprovoked 2013.00
220 Fishing AUSTRALIA N Cape Nelson White Shark Victoria Watercraft 2013.00
221 Surfing USA N Pila'a Beach, Kauai Tiger Shark Hawaii Unprovoked 2013.00
222 Kiteboarding USA N Kanaha Beach, Maui Tiger Shark Hawaii Unprovoked 2013.00
223 Body boarding AUSTRALIA Y Riecks Point, Campbells Beach Tiger Shark New South Wales Unprovoked 2013.00
224 Boogie boarding USA N Ninole Bay, Hawaii County Tiger Shark Hawaii Unprovoked 2013.00
225 Surfing SOUTH AFRICA N Die Platt White Shark Western Cape Province Unprovoked 2013.00
226 Swimming NEW ZEALAND Y Muriwai White Shark North Island Unprovoked 2013.00
227 Kayaking / Fishing USA N Pacific State , San Mateo County White Shark California Watercraft 2013.00
228 Surfing USA N Pillar Point, Half-Moon Bay, San Mateo County White Shark California Unprovoked 2013.00
229 Surfing USA N Bunkers, Humboldt Bay, Eureka, Humboldt County White Shark California Unprovoked 2013.00
230 Diving for Abalone AUSTRALIA N Off Poison Creek, Cape Arid White Shark Western Australia Unprovoked 2013.00
231 Swimming MEXICO N Seagull Beach, Cancun Tiger Shark Quintana Roo Unprovoked 2013.00
232 Paddle boarding AUSTRALIA N Kylies Beach, Diamond Head Bull Shark New South Wales Unprovoked 2012.00
233 Kayak Fishing USA N Iroquiois Point, Oahu Tiger Shark Hawaii Watercraft 2012.00
234 Surfing REUNION N Saint-Leu Bull Shark Saint-Paul Unprovoked 2012.00
235 Surfing USA N Leftovers near Chuns Reef, Oahu Tiger Shark Hawaii Unprovoked 2012.00
236 Surfing USA N Humboldt Bay, Eureka, Humboldt County White Shark California Unprovoked 2012.00
237 Surfing USA Y Surf Beach, Lompoc, Santa Barbara County White Shark California Unprovoked 2012.00
238 Surfing AUSTRALIA Y Off Wedge Island White Shark Western Australia Unprovoked 2012.00
239 Surf skiing AUSTRALIA N Redhead Beach, Newcastle White Shark New South Wales Unprovoked 2012.00
240 Kayaking / Fishing USA N Leffingwell Landing, Cambria, San Luis Obispo... White Shark California Watercraft 2012.00
241 Surfing USA N Lincoln City, Lincoln County White Shark Oregon Unprovoked 2012.00
242 Surfing AUSTRALIA N Redhead Beach White Shark New South Wales Unprovoked 2012.00
243 Fishing SOUTH AFRICA N Strandfontein White Shark Western Cape Province Watercraft 2012.00
244 Crayfishing AUSTRALIA N Kalbarri White Shark Western Australia Watercraft 2012.00
245 Scuba diving AUSTRALIA Y Stratham Beach White Shark Western Australia Unprovoked 2012.00
246 Kayaking AUSTRALIA N Dolphin Bay, Innes National Park White Shark South Australia Watercraft 2012.00
247 Swimming TONGA N Eueiki Island Bull Shark Vava'u Unprovoked 2012.00
248 Body boarding SOUTH AFRICA Y Caves near Kogel Bay White Shark Western Cape Province Unprovoked 2012.00
249 Free diving / spearfishing MEXICO N Boca de la Leña, La Unión Bull Shark Guerrero Unprovoked 2012.00
250 Snorkeling USA N Kihei, Maui Tiger Shark Hawaii Unprovoked 2012.00
251 Snorkeling AUSTRALIA N Coral Bay Tiger Shark Western Australia Unprovoked 2012.00
252 Diving, photographing sharks BAHAMAS N Cat Island Tiger Shark Bahamas Unprovoked 2012.00
253 Spearfishing USA N Spreckelsville, Maui Tiger Shark Hawaii Provoked 2012.00
254 Swimming USA N Makena Landing, Maui Tiger Shark Hawaii Unprovoked 2012.00
255 Surfing USA N Davidsons Surf Break, Kekaha, Kauai Tiger Shark Hawaii Unprovoked 2012.00
256 Surfing AUSTRALIA N Nobbys Beach Bull Shark Queensland Unprovoked 2012.00
257 Diving USA N Makena Landing, Maui Tiger Shark Hawaii Unprovoked 2012.00
258 Surfing AUSTRALIA N Trigg Beach Tiger Shark Western Australia Unprovoked 2012.00
259 Swimming SOUTH AFRICA Y Port St. Johns Tiger Shark Eastern Cape Province Unprovoked 2012.00
260 Paddle boarding USA N Off Catalina Island White Shark California Unprovoked 2012.00
261 Surfing USA N Jensen Beach, Martin County Bull Shark Florida Unprovoked 2012.00
262 Spearfishing USA N Riviera Beach, Palm Beach County Bull Shark Florida Unprovoked 2011.00
263 Swimming or Snorkeling SEYCHELLES Y Anse Lazio Bull Shark Praslin Unprovoked 2011.00
264 Surfing INDONESIA N Balian Bull Shark Bali Unprovoked 2011.00
265 Swimming MEXICO N Gaviotas Beach, Cancun Bull Shark Quintana Roo Unprovoked 2011.00
266 Surfing AUSTRALIA N Crowdy Head Bull Shark New South Wales Unprovoked 2011.00
267 Fishing AUSTRALIA N Between Bull Shark Queensland Provoked 2011.00
268 Spearfishing USA N Santa Maria Island, Manatee County Bull Shark Florida Unprovoked 2011.00
269 Playing in the surf USA N North Topsail Beach, Onslow County Bull Shark North Carolina Unprovoked 2011.00
270 Body boarding AUSTRALIA Y Bunker Bay White Shark Western Australia Unprovoked 2011.00
271 Surfing AUSTRALIA N Angourie White Shark New South Wales Unprovoked 2011.00
272 Surfing SOUTH AFRICA N Robberg Beach White Shark Western Cape Province Unprovoked 2011.00
273 Kite Boarding NEW CALEDONIA Y Kendec Tiger Shark North Province Unprovoked 2011.00
274 Paddle boarding USA N Lyman Beach, Kailua-Kona Tiger Shark Hawaii Unprovoked 2011.00
275 Surfing USA N Lyman Beach, Kailua-Kona Tiger Shark Hawaii Unprovoked 2011.00
276 Kayaking USA N Pigeon Point White Shark California Watercraft 2011.00
277 Kite Surfing PAPUA NEW GUINEA N Hula, near Port Moresby Tiger Shark Central Province Unprovoked 2011.00
278 Fishing AUSTRALIA N Busselton White Shark Western Australia Watercraft 2011.00
279 Diving for abalone AUSTRALIA Y Off Perforated Island near Coffin Bay White Shark South Australia Unprovoked 2011.00
280 Surfing SOUTH AFRICA N Cintza Beach, East London White Shark Eastern Cape Province Unprovoked 2011.00
281 Surfing SOUTH AFRICA Y Lookout Beach, near the Keurbooms river mouth ... White Shark Western Cape Province Unprovoked 2011.00
282 Swimming SOUTH AFRICA N Clovely Beach White Shark Western Cape Province Unprovoked 2011.00
283 Surfing USA N Newport, Lincoln County White Shark Oregon Unprovoked 2011.00
284 Diving AUSTRALIA Y Rottnest Island White Shark Western Australia Unprovoked 2011.00
285 Surfing USA N Marina State Beach, Monterey County White Shark California Unprovoked 2011.00
286 Body boarding AUSTRALIA N Turners Beach White Shark New South Wales Unprovoked 2010.00
287 Surfing AUSTRALIA N Mullaway Headland Bull Shark New South Wales Unprovoked 2010.00
288 Standing SOUTH AFRICA Y Fish Hoek White Shark Western Province Unprovoked 2010.00
289 Body boarding USA Y Surf Beach, Vandenberg AFB, Santa Barbara County White Shark California Unprovoked 2010.00
290 Kayaking USA N Near oil rig Hondo, 5 nm from Gaviota, Santa B... White Shark California Watercraft 2010.00
291 Kayak Fishing USA N Pigeon Point, San Mateo County White Shark California Watercraft 2010.00
292 Surfing AUSTRALIA Y Cowaramup Bay White Shark Western Australia Unprovoked 2010.00
293 Swimming SOUTH AFRICA Y Between Dyer Island and Pearly Beach White Shark Western Cape Province Unprovoked 2010.00
294 Surfing USA N Winchester Bay White Shark Oregon Unprovoked 2010.00
295 Snorkeling AUSTRALIA N Off Garden Island White Shark Western Australia Unprovoked 2010.00
296 Fishing AUSTRALIA N Between Carnac and Garden Islands White Shark Western Australia Watercraft 2010.00
297 Surfing USA N Eight Mile Beach, Galveston Bull Shark Texas Unprovoked 2010.00
In [60]:
shark_df['State'].unique()
Out[60]:
array(['California', 'South Australia', 'New South Wales', 'Queensland',
       'Western Australia', 'Tasmania', 'Maine', 'North Island',
       'Eastern Cape Province', 'Chatham Islands', 'KwaZulu-Natal',
       'Massachusetts', 'Western Cape Province', 'Westerm Australia',
       'Victoria', 'Washington', 'Baja California', 'Atlantic Ocean',
       'Florida', 'South Africa', 'Southland', 'Oregon',
       'Western Province', 'Caribbean', 'Hawaii', 'South Province',
       'Maui', 'Saint-Paul', 'Saint-Gilles', 'Oceania', 'Sonora',
       'Red Sea', 'Colima', 'Pernambuco', 'Cocos Island',
       'Alifu Alifu Atoll', 'New Providence', 'Holquin Province',
       'Tabasco', 'New Providence ', 'Alabama', 'Grand Terre',
       'd’Étang-Salé', 'Quintana Roo', 'St. Catherine', 'Bahamas',
       'Central Province', 'North Province', 'North Carolina',
       'Abaco Islands', 'Muang district of Satun province, ', 'Georgia',
       'Noumea', 'Northern Territory ', 'Hua Hin', 'South Carolina',
       'Bali', 'Texas', 'Le Port', 'Saint-Gilles-les-Bains', 'Louisiana',
       "Vava'u", 'Guerrero', 'Praslin'], dtype=object)
In [61]:
shark_df['Location'].unique()
Out[61]:
array(['Coronado, San Diego County', 'Kangaroo Island', 'Cabarita Beach',
       'Greenmount Beach, Coolangatta', 'Forster',
       'Shelter Cove, Humboldt County', 'Shelly Beach, Port Macquarie',
       'Bunker Bay Beach', 'Tenth Island',
       'Bailey Island, Cumberland County', 'Stanley', 'Wilsons Headland',
       'Salt Beach near Kingscliff',
       'Sand Dollar Beach, Santa Cruz County', 'Stanmore Bay, Auckland',
       'Pauanui Beach', 'Cull Island / Esperance', 'Shellharbour',
       'East London', 'San Onofre, San Diego County ', 'Lighthouse Beach',
       'Ship Rock near Catalina, Los Angeles County',
       'Burns Beach, Perth', 'Pitt Island or Chatham Island',
       'North Salmon Creek Beach, Sonoma County',
       'Sandspit Beach, Montaña de Oro State Park ', 'Tinley Manor',
       'Baylys Beach ', 'Beacons Beach, San Diego County',
       'Humboldt County',
       'Newcomb Hollow Beach, Wellfleet, Barnstable County',
       'Longnook Beach, Truro, Barnstable County',
       'Oceanside, San Diego County', 'South Point, Gracetown',
       'Robberg Beach, Plettenberg Bay', 'St. Francis Bay',
       'Little Congwong Beach, La Perouse ', 'Martin Islet',
       'Stillwater Cove, Monterey County', 'Normanville', 'Gracetown',
       'Esperance', 'Iluka Beach', 'Cathedral Rock',
       'Marconi Beach, Wellfleet, Barnstable County',
       'Between Pescadero Point & Bean Hollow Beach, San Mateo County',
       'Stearns Wharf, Santa Barbara',
       'Seal Rock, Goleta Beach, Santa Barbara',
       'South Beach, Westport, Grays Harbor County',
       'Santa Cruz, Santa Cruz County', 'Nahoon Reef, East London',
       'Point Casuarina, Bunbury', 'Kelpies near Wylie Bay',
       'Monterey Bay', 'Keurbooms Lagoon, Plettenberg Bay',
       'Booti Booti National Park', 'Guadalupe Island',
       'Lighthouse Beach, Ballina',
       'Refugio State Beach, Santa Barbara County', 'Near Albany',
       'Surfside, Orange County', 'Capitola, Santa Cruz County',
       'Off Palos Verdes peninsula, Los Angeles County', 'Ryspunt',
       'Falcon Beach, Mandurah', 'Westbrook Beach', 'Lake Macquarie',
       'Stil Bay', 'Horseshoe Rock, Santa Barbara County',
       'El Pescador Beach, Los Angeles County', 'Hallidays Point',
       'Morro Strand State Beach, San Luis Obispo County',
       'Morro Bay, San Luis Obispo County', 'Santa Barbara County',
       'Evans Head', 'Lachan Island, Mercury Passage', 'Jeffreys Bay',
       'Huntington Beach, Orange County', 'Lennox Head', 'East Ballina',
       'Buffels Bay near Knysna', 'Lookout Beach, Plettenberg Bay',
       'Denmark', 'Saltwater Beach', 'Port St. Johns', 'Fishery Bay',
       'Belongil Beach, Byron Bay', 'Yellow Sands Point',
       'Atlantic Ocean', 'Off Panama City',
       'Three Stripes near Cheynes Beach',
       'Montaña de Oro State Park, San Luis Obispo County ', 'Fremantle',
       'Franklin Point, San Mateo County',
       'Kelpids Beach, Wylie Bay, Esperance',
       'Manomet Point, Plymouth, Plymouth County', 'Muizenberg',
       'Manhattan Beach, Los Angeles County', 'Elliston, Eyre Peninsula',
       'South Africa', 'Tathra', 'Stewart Island', 'Die Platt',
       'Gleneden Beach, Lincoln County',
       'Albatros Point, near Jeffreys Bay', 'Off Poison Creek, Cape Arid',
       'Bunkers, Humboldt Bay, Eureka, Humboldt County',
       'Pillar Point, Half-Moon Bay, San Mateo County',
       'Pacific State , San Mateo County', 'Muriwai', 'Cape Nelson',
       'Humboldt Bay, Eureka, Humboldt County',
       'Surf Beach, Lompoc, Santa Barbara County', 'Off Wedge Island',
       'Redhead Beach, Newcastle',
       'Leffingwell Landing, Cambria,  San Luis Obispo County',
       'Off Catalina Island', 'Caves near Kogel Bay',
       'Dolphin Bay, Innes National Park', 'Stratham Beach', 'Kalbarri',
       'Strandfontein', 'Redhead Beach', 'Lincoln City, Lincoln County',
       'Angourie', 'Pigeon Point', 'Marina State Beach, Monterey County',
       'Rottnest Island', 'Newport, Lincoln County', 'Clovely Beach',
       ' Bunker Bay',
       'Lookout Beach, near the Keurbooms river mouth in Plettenberg Bay',
       'Cintza Beach, East London', 'Robberg Beach',
       'Off Perforated Island near Coffin Bay', 'Busselton',
       'Between Carnac and Garden Islands', 'Off Garden Island',
       'Surf Beach, Vandenberg AFB, Santa Barbara County',
       'Winchester Bay', 'Between Dyer Island and Pearly Beach',
       'Cowaramup Bay', 'Pigeon Point, San Mateo County',
       'Near oil rig Hondo, 5 nm from Gaviota, Santa Barbara County',
       'Turners Beach', 'Fish Hoek', 'Orient Beach', 'Honolua Bay',
       'St. Vincent Bay', 'Cable Beach', 'Plateau de Ricaudy, Nouméa',
       'Davidsons Beach, Kauai', 'Wailea', 'Saline-les-Bains',
       'Cove Park, Kihei, Maui', 'L’Hermitage Lagoon',
       'Off Airlie Beach, Whitsundays', 'Beqa', 'Anaehoomalu Bay, Hawaii',
       'North Koahala, Big Island', 'Hanalei Bay, Kauai',
       'Southeast of Puerto Peñasco ', 'Moffat Beach',
       'Pounders Beach, Oahu', 'Marsa Alam', 'La Ticla',
       'Piedade Beach, Recife', 'Manuelita', 'Madoogali', 'Nirvana Beach',
       'Kukio Beach', 'Hultins Beach, Oahu', 'Guardalavaca Beach',
       'Davidsons Beach, Kekaha, Kauai', 'Sánchez Magallanes, Cárdenas',
       'Athol Island', 'Off Jupiter', 'Kekaha Beach, Kauai',
       'Eastmoor Crescent Beach', 'Kamaole Beach Park I, Maui',
       'Makaha, Oahu', 'Maui', '8 miles off Mobile', 'Poe Beach',
       'Wailea Beach, Maui', 'Fernano de Noronha',
       'Lanikai Beach, Kailua, Oahu', 'Leftovers, Oahu',
       'Upolu Point, North Kohala, Big Island', 'Fiji', 'Hapuna Beach',
       'Ravine Mula', 'Rudder Reef', 'North Kohala, Hawaii County',
       'Kihei, Maui', 'Ninole Bay, Hawaii County',
       'Riecks Point, Campbells Beach', 'Kanaha Beach, Maui',
       "Pila'a Beach, Kauai", 'Makena, Maui', 'White Plains Beach, Oahu',
       'Kona Coast State Park', 'Seagull Beach, Cancun',
       'Pillikin Red Light area ', 'Kiholo Bay', 'Trigg Beach',
       'Makena Landing, Maui', 'Davidsons Surf Break, Kekaha, Kauai',
       'Spreckelsville, Maui', 'Iroquiois Point, Oahu',
       'Leftovers near Chuns Reef, Oahu', 'Coral Bay', 'Cat Island',
       'Hula, near Port Moresby', 'Lyman Beach, Kailua-Kona', 'Kendec',
       'Sombero Key Light, Monroe County', 'Neuse River, Craven County',
       'Melbourne Beach, Brevard County', 'Homestead, Miami-Dade County',
       'NoName Cay', 'Lucinda', 'Chebilang pier ',
       'Cocoa Beach, Brevard  County', 'Wilmington River, Chatham County',
       'Port South Marina', 'Key Biscayne', 'Samurai Beach',
       'Groote Eylandt', 'Sai Noi Beach', 'Bimini', 'Surf Beach, Kiama',
       'Cone Bay', 'Nouvelle', 'Haulover Beach, Miami-Dade County',
       'Burkes Beach, Hilton Head, Beaufort County', 'Roches Noire',
       'Destin, Okaloosa County', 'Mauds Point',
       'Boot Reef, Torres Strait', 'Balian Beach',
       'New Smyrna Beach, Volusia County', 'Boucan Canot',
       'Green Turtle Cay', 'St. Petersburg, Pinellas County', 'Balian',
       'Off Singer Island, Palm Beach County', 'Off Surfside',
       'Off Andros Island', 'Saint-Leu', 'Rodanthe, Dare County',
       'Oak Island, Brunswick County',
       'Lori Wilson Park, Cocoa Beach, Brevard  County', 'Folette',
       'Kouare ', 'Cap Homard', '3 miles off Jupiter, Palm Beach County',
       'Nerang River, Surfers Paradise',
       'Hilton Head Island, Beaufort County',
       'Katrina Cut, Dauphin Island, Mobile County', 'Apalachicola Bay ',
       '3 to 4 miles west of Indian Pass, Gulf County', 'Grand Bahamas',
       'Lake Ponchartain off Southshore Harbor, New Orleans',
       'Fort Lauderdale', 'Nerang River near Chevron Island',
       'Casino Beach, Pensacola, Escambia County', 'Folly Beach',
       'Sanibel Island, Lee County', 'Jacksonville, Duval County',
       'Brisant Beach', 'Kylies Beach, Diamond Head', 'Eueiki Island',
       ' Boca de la Leña, La Unión', 'Nobbys Beach',
       'Jensen Beach, Martin County ',
       'Santa Maria Island, Manatee County', 'Anse Lazio ',
       'North Topsail Beach, Onslow County',
       'Riviera Beach, Palm Beach County', 'Gaviotas Beach, Cancun',
       'Crowdy Head', 'Between ', 'Mullaway Headland',
       'Eight Mile Beach, Galveston'], dtype=object)
In [62]:
coordinates = ({'Location': [ 
        'Coronado, San Diego County','Pauanui Beach','Kangaroo Island',
        'Stanmore Bay, Auckland','Sand Dollar Beach, Santa Cruz County','Salt Beach near Kingscliff', 
        'Cabarita Beach','Greenmount Beach, Coolangatta','Forster',
        'Shelly Beach, Port Macquarie','Bunker Bay Beach','Tenth Island',
        'Bailey Island, Cumberland County','Wilsons Headland', 'Stanley',
        'Shelter Cove, Humboldt County','Cull Island / Esperance','Orient Beach',
        'Neuse River, Craven County','Cocoa Beach, Brevard  County','Chebilang pier ',
        'Lucinda','Honolua Bay','Homestead, Miami-Dade County',
        'Melbourne Beach, Brevard County','NoName Cay','Sombero Key Light, Monroe County',
        'Wailea','Davidsons Beach, Kauai','Plateau de Ricaudy, Nouméa',
        'Cable Beach','St. Vincent Bay','Key Biscayne',
        'Sandspit Beach, Montaña de Oro State Park ','Lighthouse Beach','Ship Rock near Catalina, Los Angeles County',
        'Burns Beach, Perth', 'North Salmon Creek Beach, Sonoma County','San Onofre, San Diego County',
        'Pitt Island or Chatham Island','Cove Park, Kihei, Maui','Nerang River, Surfers Paradise',
        'Saline-les-Bains','Noumea','North Kohala, Big Island',
        'Anaehoomalu Bay, Hawaii','Beqa','Off Airlie Beach, Whitsundays',
        'Shellharbour','East London','L’Hermitage Lagoon',
        'Wilmington River, Chatham County','Samurai Beach','Madoogali',
        'Marsa Alam','Surf Beach, Kiama','Martin Islet',
        'Little Congwong Beach, La Perouse ','Cocoa Beach, Brevard County','Cone Bay',
        'Nouvelle','Bimini','Sai Noi Beach',
        'La Ticla','Newcomb Hollow Beach, Wellfleet, Barnstable County','South Point, Gracetown',
        'Groote Eylandt','Longnook Beach, Truro, Barnstable County','Nirvana Beach',
        'Beacons Beach, San Diego County','Moffat Beach','Piedade Beach, Recife',
        'Baylys Beach ','Manuelita','Pounders Beach, Oahu', 
        'Oceanside, San Diego County','Kukio Beach','Southeast of Puerto Peñasco ',
        'St. Francis Bay','Robberg Beach, Plettenberg Bay','Tinley Manor',
        'Humboldt County','Point Casuarina, Bunbury','Athol Island',
        'Sánchez Magallanes, Cárdenas','Davidsons Beach, Kekaha, Kauai','Guardalavaca Beach', 
        'Cathedral Rock','Between Pescadero Point & Bean Hollow Beach, San Mateo County','South Beach, Westport, Grays Harbor County',
        'Nahoon Reef, East London','Seal Rock, Goleta Beach, Santa Barbara','Monterey Bay',
        'Kelpies near Wylie Bay','Santa Cruz, Santa Cruz County','Kekaha Beach, Kauai',
        'Marconi Beach, Wellfleet, Barnstable County','Eastmoor Crescent Beach','Hultins Beach, Oahu',
        'Haulover Beach, Miami-Dade County','Stillwater Cove, Monterey County','Normanville', 
        'Esperance','Iluka Beach','Off Jupiter', 
        'Stearns Wharf, Santa Barbara','Gracetown','Balian Beach',
        'Mauds Point','Destin, Okaloosa County','Roches Noires',
        'Burkes Beach, Hilton Head, Beaufort County','Boot Reef, Torres Strait','Robberg Beach, Plettenberg Bay',
        'Maui','Capitola, Santa Cruz County','Falcon Beach, Mandurah',
        'Off Palos Verdes peninsula, Los Angeles County','Refugio State Beach, Santa Barbara County','Surfside, Orange County',
        'Near Albany','Lighthouse Beach, Ballina','Ryspunt', 
        'Makaha, Oahu','Off Singer Island, Palm Beach County','Balian',
        'Kamaole Beach Park I, Maui','8 miles off Mobile','Poe Beach',
        'Green Turtle Cay','Boucan Canot','New Smyrna Beach, Volusia County',
        'St. Petersburg, Pinellas County','Off Surfside','Keurbooms Lagoon, Plettenberg Bay', 
        'Booti Booti National Park','Guadalupe Island','Wailea Beach, Maui',
        'Stil Bay','Fernano de Noronha','Saint-Leu',
        'Nerang River, Surfers Paradise','East Ballina','Off Andros Island',
        'Oak Island, Brunswick County','Lori Wilson Park, Cocoa Beach, Brevard  County','Folette',
        'Kouare ','Hapuna Beach','Cap Homard',
        '3 miles off Jupiter, Palm Beach County','Westbrook Beach','Morro Strand State Beach, San Luis Obispo County', 
        'Ravine Mula','Fiji','Rodanthe, Dare County',
        'Leftovers, Oahu','Lanikai Beach, Kailua, Oahu','Hallidays Point',
        'Upolu Point, North Kohala, Big Island','Lake Macquarie','El Pescador Beach, Los Angeles County',
        'Denmark','Horseshoe Rock, Santa Barbara County','Saltwater Beach',
        'Lookout Beach, Plettenberg Bay','Buffels Bay near Knysna','Port St.Johns',
        'Belongil Beach, Byron Bay','Yellow Sands Point','Atlantic Ocean',
        'Off Panama City','Fishery Bay','Oak Island, Brunswick County',
        'Lennox Head','Huntington Beach, Orange County','Jeffreys Bay',
        'Lachan Island, Mercury Passage','Evans Head','Santa Barbara County',
        'Morro Bay, San Luis Obispo County','East Ballina','Muizenberg',
        'Katrina Cut, Dauphin Island, Mobile County','South Africa','Elliston, Eyre Peninsula',
        'Manhattan Beach, Los Angeles County','Fremantle','Manomet Point, Plymouth, Plymouth County',
        'Kelpids Beach, Wylie Bay, Esperance','Santa Barbara County','Santa Barbara County',
        'Hilton Head Island, Beaufort County','Stewart Island','Lake Ponchartain off Southshore Harbor, New Orleans',
        'Montaña de Oro State Park, San Luis Obispo County ','Tathra','Kihei, Maui',
        'Apalachicola Bay ','North Kohala, Hawaii County','Rudder Reef',
        'Franklin Point, San Mateo County','Three Stripes near Cheynes Beach','Nerang River near Chevron Island',
        'Fort Lauderdale','Grand Bahamas','3 to 4 miles west of Indian Pass, Gulf County',
        'Die Platt',"Pila'a Beach, Kauai",'Kanaha Beach, Maui',
        'Riecks Point, Campbells Beach','Ninole Bay, Hawaii County','Seagull Beach, Cancun',
        'Muriwai','Pacific State Beach, San Mateo County','Pillar Point, Half-Moon Bay, San Mateo County',
        'Off Poison Creek, Cape Arid','Albatros Point, near Jeffreys Bay','Cape Nelson',
        'Bunkers, Humboldt Bay, Eureka, Humboldt County','Kiholo Bay','Brisant Beach',
        'White Plains Beach, Oahu','Casino Beach, Pensacola, Escambia County','Folly Beach',
        'Jacksonville, Duval County','Sanibel Island, Lee County','New Smyrna Beach, Volusia County',
        'Gleneden Beach, Lincoln County','Makena, Maui','Pillikin Red Light area ',
        'Kona Coast State Park','Makena Landing, Maui',' Boca de la Leña, La Unión',
        'Kihei, Maui','Coral Bay','Cat Island', 
        'Spreckelsville, Maui','Off Catalina Island','Davidsons Surf Break, Kekaha, Kauai', 
        'Nobbys Beach','Makena Landing, Maui','Trigg Beach', 
        'Eueiki Island','Jensen Beach, Martin County ','Caves near Kogel Bay', 
        'Port St.Johns','Dolphin Bay, Innes National Park','Off Wedge Island',
        'Stratham Beach','Kylies Beach, Diamond Head','Saint-Leu', 
        'Leftovers near Chuns Reef, Oahu','Humboldt Bay, Eureka, Humboldt County','Surf Beach, Lompoc, Santa Barbara County',
        'Iroquiois Point, Oahu','Redhead Beach, Newcastle','Lincoln City, Lincoln County',
        'Redhead Beach', 'Kalbarri','Strandfontein',
        'Leffingwell Landing, Cambria,  San Luis Obispo County','Cintza Beach, East London','Pigeon Point',
        'Hula, near Port Moresby','Busselton','Off Perforated Island near Coffin Bay',
        'Clovely Beach','Lookout Beach, near the Keurbooms river mouth in Plettenberg Bay','Newport, Lincoln County',
        'Rottnest Island','Marina State Beach, Monterey County',"Pila'a Beach, Kauai",
        'Lyman Beach, Kailua-Kona','Robberg Beach','Kendec',
        ' Bunker Bay','North Topsail Beach, Onslow County','Santa Maria Island, Manatee County',
        'Between ','Crowdy Head','Gaviotas Beach, Cancun',
        'Balian','Anse Lazio ','Riviera Beach, Palm Beach County',
        'Angourie','Cowaramup Bay','Winchester Bay', 
        'Between Dyer Island and Pearly Beach','Turners Beach','Pigeon Point, San Mateo County',
        'Near oil rig Hondo, 5 nm from Gaviota, Santa Barbara County','Surf Beach, Vandenberg AFB, Santa Barbara County','Fish Hoek',
        'Mullaway Headland','Off Garden Island','Between Carnac and Garden Islands',
        'Eight Mile Beach, Galveston'],
     
     'State': [
         'California','North Island','South Austrialia',
         'North Island','California','New South Wales',
         'New South Wales','Queensland','New South Wales',
         'New South Wales','Westerm Australia','Tasmania',
         'Maine','New South Wales','Tasmania',
         'California','Westerm Australia','Caribbean',
         'North Carolina','Florida','Muang district of Satun province',
         'Queensland','Hawaii','Florida',
         'Florida','Abaco Islands','Florida',
         'Maui','Hawaii','South Province',
         'Western Australia','South Province','Florida',
         'California','New South Wales','California',
         'Westerm Australia','California','California',
         'Chatham Islands','Hawaii','Hawaii',
         ' Saint-Paul','Oceania','Hawaii',
         'Hawaii','Oceania','Queensland',
         'New South Wales','Eastern Cape Province','Saint-Gilles',
         'Georgia','New South Wales','Alifu Alifu Atoll',
         'Red Sea','New South Wales','New South Wales',
         'New South Wales','Florida','Western Australia',
         'Oceania','Bahamas','Hua Hin',
         'Colima','Massachusetts','Western Australia',
         'Northern Territory','Massachusetts','New Providence',
         'California','Queensland','Pernambuco',
         'North Island','Cocos Island','Hawaii',
         'California','Hawaii','Sonora',
         'Eastern Cape Province','Western Cape Province','KwaZulu-Natal',
         'California','Western Australia','New Providence ',
         'Tabasco','Hawaii','Holquin Province',
         'Victoria','California','Washington',
         'Eastern Cape Province','California','California',
         'Western Australia','California','Hawaii',
         'Massachusetts','KwaZulu-Natal','Hawaii',
         'Florida','California','South Australia',
         'Western Australia','New South Wales','Florida',
         'California','Western Australia','Bali',
         'Western Australia','Florida','Saint-Paul',
         'South Carolina','Queensland','Western Cape Province',
         'Hawaii','California','Western Australia',
         'California','California','California', 
         'Western Australia','New South Wales','Western Cape Province',
         'Hawaii','Florida','Bali',
         'Hawaii', 'Alabama','Grand Terre',
         'Abaco Islands','Saint-Paul','Florida',
         'Florida', 'Texas','Western Cape Province',
         'New South Wales','Baja California','Hawaii',
         'Western Cape Province','Pernambuco','Saint-Paul',
         'Queensland','New South Wales','Bahamas',
         'North Carolina','Florida','Le Port',
         'Oceania', 'Hawaii','Saint-Gilles-les-Bains',
         'Florida','KwaZulu-Natal','California',
         'd’Étang-Salé','Oceania','North Carolina',
         'Hawaii','Hawaii','New South Wales',
         'Hawaii','New South Wales','California',
         'Western Australia','California','New South Wales',
         'Western Cape Province','Western Cape Province','Eastern Cape Province',
         'New South Wales','Eastern Cape Province','Atlantic Ocean',
         'Florida','South Australia','North Carolina',
         'New South Wales','California','Eastern Cape Province',
         'Tasmania','New South Wales','California',
         'California','New South Wales','Western Cape Province',
         'Alabama','South Africa','South Australia',
         'California','Western Australia','Massachusetts',
         'Western Australia','California','California',
         'South Carolina','Southland','Louisiana',
         'California','New South Wales','Hawaii',
         'Florida','Hawaii','Queensland',
         'California','Western Australia','Queensland',
         'Florida','Bahamas','Florida',
         'Western Cape Province','Hawaii','Hawaii',
         'New South Wales','Hawaii','Quintana Roo',
         'North Island','California','California',
         'Western Australia','Eastern Cape Province','Victoria',
         'California','Hawaii','Saint-Gilles',
         'Hawaii','Florida','South Carolina',
         'Florida','Florida','Florida',
         'Oregon','Hawaii','St. Catherine',
         'Hawaii','Hawaii','Guerrero',
         'Hawaii', 'Western Australia','Bahamas',
         'Hawaii','California','Hawaii',
         'Queensland','Hawaii','Western Australia',
         "Vava'u",'Florida','Western Cape Province',
         'Eastern Cape Province','South Australia','Western Australia',
         'Western Australia','New South Wales','Saint-Paul',
         'Hawaii','California','California',
         'Hawaii','New South Wales','Oregon',
         'New South Wales','Western Australia','Western Cape Province',
         'California','Eastern Cape Province','California',
         'Central Province','Western Australia','South Australia',
         'Western Cape Province','Western Cape Province','Oregon',
         'Western Australia','California','Hawaii',
         'Hawaii','Western Cape Province','North Province',
         'Western Australia','North Carolina','Florida',
         'Queensland','New South Wales','Quintana Roo',
         'Bali','Praslin','Florida',
         'New South Wales','Western Australia','Western Australia',
         'Western Australia','Oregon','California',
         'California','California','Western Cape Province',
         'New South Wales','Western Australia','Western Australia',
         'Texas'],
     
     'Latitude': [32.6859,-37.0161,-35.7752,
                 -36.6264,35.9232,-28.2777,
                 -28.3436,-28.1640,-32.1806,
                 -33.3700,-33.5441,-40.9423,
                 43.7367,-29.8593,-40.7597,
                 40.0304,-33.9220,18.0875,
                 35.1313,28.3200,6.7014,
                 -18.5313,21.0139,25.4615,
                 28.0789,26.7490,24.6287,
                 20.6828,21.9642,-22.3138,
                 -17.9320,-21.9650,25.6937,
                 35.3033,-31.4789,33.4625,
                 -31.7247,38.3592,33.3728,
                 -44.2899,20.7273,-28.0167,
                 -21.0927,-22.2735,20.0917,
                 19.5458,-18.3828,-20.2678,
                 -34.5833,-33.0292,-21.0795,
                 31.9552,-32.7678,4.0960,
                 25.0676,-34.6769,-34.4943,
                 -33.9916,28.3200,-16.4683,
                 -20.9043,25.7333,12.5684,
                 18.4544,41.9632,-33.8645,
                 -13.9700,42.0209,25.0637,
                 33.0652,-26.8000,-8.1721,
                 -35.9517,5.5613,21.66327,
                 33.1959,19.8231,31.3172,
                 -34.1605,-34.0760,-29.4500,
                 40.7450,-33.3166,25.0783,
                 18.2953,21.9642,21.1221,
                 -37.4713,37.2396,46.8938,
                 -32.9958,34.8997,36.8007,
                 -33.8325,36.9741,21.9717,
                 41.8918,-29.8833,21.4389,
                 25.9114,36.5639,-35.4464,
                 -33.8613,-29.4120,26.9342,
                 34.4100,-33.8642,-8.5031,
                 -23.1206,30.3935,-21.0536,
                 32.1941,-10.0000,-34.0758,
                 20.7984,36.9752,-32.5801,
                 33.7684,34.4632,33.7271,
                 -35.0269,-28.8726,-34.3633,
                 21.4634,26.7851,-8.5031,
                 20.7222,30.6954,-21.6121,
                 26.7747,-21.0316,29.0258,
                 27.7676,28.9517,-34.0380,
                 -32.3127,29.0525,20.6828,
                 -34.3642,-3.8576,-21.1748,
                 -28.0007,-28.8537,24.7064,
                 33.9204,28.3371,-20.9444,
                 -20.9043,19.9923,-21.0368,
                 26.9342,-29.5912,35.3918,
                 -21.2498,-17.7134,35.6004,
                 21.4389,21.3925,-32.0684,
                 20.2690,-33.0311,34.0404,
                 -34.9618,34.4208,-32.0108,
                 -34.0506,-34.0833,-31.6288,
                 -28.6337,-32.9097,14.2576,
                 30.1588,-34.9142,33.9204,
                 -28.8000,33.6595,-34.0507,
                 -42.3824,-29.1086,34.4208,
                 35.3659,-28.8537,-34.0899,
                 30.2555,-30.5595,-33.6452,
                 33.8847,-32.0534,41.9161,
                 -33.8325,34.4208,34.4208,
                 32.2163,-47.0000,30.0381,
                 35.2723,-36.7360,20.7644,
                 26.6718,19.5429,-16.1942,
                 37.1497,-34.8741,-27.9973,
                 26.1224,26.6594,29.6905,
                 -33.2278,22.2102,20.8997,
                 -30.2379,19.1283,21.1619,
                 -36.8246,37.5989,37.5043,
                 -33.9036,-34.0507,-38.3596,
                 40.7195,19.8564,-21.0539,
                 21.3035,30.3304,32.6552,
                 30.3322,26.4434,29.0258,
                 44.8814,20.6316,18.1096,
                 19.7704,20.6538,17.9733,
                 20.7644,-23.1423,24.2133,
                 20.9107,33.3879,21.9642,
                 -32.9238,20.6538,-31.8779,
                 -18.7664,27.2545,-34.2342,
                 -31.6288,-35.1945,-30.8278,
                 -33.4519,-31.8144,-21.1748,
                 21.6269,40.7195,34.6831,
                 21.3275,-33.0205,44.9582,
                 -33.0205,-27.7104,-34.0779,
                 35.5839,-32.8287,37.1829,
                 -9.4438,-33.6532,-34.7268,
                 -33.9135,-34.0506,44.6368,
                 -32.0064,36.6928,22.2102,
                 19.6399,-34.0754,-20.6667,
                 -33.5427,34.4902,27.5041,
                 -20.9176,-31.8443,21.1323,
                 -8.3405,-4.2937,26.7753,
                 -29.4792,-33.8606,-32.1385,
                 -32.1755,43.6771,37.1818,
                 34.6831,34.4717,-34.1341,
                 -30.0771,-32.2043,-32.1393,
                 29.3013],
     
     'Longitude': [-117.1831,175.8677,137.2142,
                  174.7256,-121.4687,153.5804,
                  153.5732,153.5476,152.5117,
                  151.4859,115.0346,146.9849,
                  -69.9941,153.2715,145.2960,
                  -124.0731,121.9048,-63.0197,
                  -76.5038,-80.6076,99.9577,
                  146.3320,-156.6385,-80.3350,
                  -80.5606,-77.2965,-81.1092,
                  -156.4430,-159.7089,166.4557,
                  122.2096,166.1204,-80.1628,
                  -120.8750,152.9298,-118.4917,
                  115.7249,-123.0682,-117.5656,
                  -176.2260,-156.4499,153.4167,
                  55.2397,166.4481,-155.7149,
                  -155.5335,178.1194,148.7156,
                  150.8667,27.8546,55.2223,
                  -81.0044,152.1242,72.7529,
                  34.8790,150.8542,150.9378,
                  151.2384,-80.6076,123.5353,
                  165.6180,-79.2500,99.9577,
                  -103.5541,-69.9965,114.9768,
                  136.5933,-70.0370,-77.4884,
                  -117.3047,153.1333,-34.9155,
                  173.7469,-87.0477,-157.9204,
                  -117.3795,-156.0008,-113.5380,
                  24.8241,23.3722,31.2833,
                  -124.0784,115.6333,-77.2718,
                  -93.8617,-159.7089,-75.8387,
                  144.7852,-122.4178,-124.1312,
                  27.9514,-120.6732,-121.9473,
                  121.9971,-122.0308,-159.7304,
                  -69.9611,31.0499,-158.0001,
                  -80.1235,-121.9423,138.3216,
                  121.8914,153.3647,-80.0942,
                  -119.6856,114.9882,114.9656,
                  113.7615,-86.4958,55.2235,
                  -80.6977,144.6667,23.3722,
                  -156.3319,-121.9533,115.6524,
                  -118.3492,-120.0701,-118.0819,
                  117.8837,153.5899,20.1945,
                  -158.2206,-80.0375,114.9656,
                  -156.4479,-88.0399,165.4010,
                  -77.3296,55.2273,-80.9270,
                  -82.6403,-95.2875,23.3782,
                  152.5179,-118.2761,-156.4430,
                  21.4336,-32.4297,55.2879,
                  153.4296,153.5865,-78.0195,
                  -78.1608,-80.6095,55.3033,
                  165.6180,-155.8257,55.2171,
                  -80.0942,31.1713,-120.8664,
                  55.3697,178.0650,-75.4656,
                  -158.0001,-157.7151,152.5150,
                  -155.8545,151.5603,-118.8921,
                  117.3507,-119.6982,152.5629,
                  23.3776,22.9731,29.5369,
                  153.6003,28.0798,-43.449815,
                  -85.6602,135.6861,-78.1608,
                  153.5833,-117.9988,24.9102,
                  147.5812,153.4217,-119.6982,
                  -120.8500,153.5865,18.4959,
                  -88.0849,22.9375,134.8886,
                  -118.4109,115.7580,-70.5621,
                  121.9971,-119.6982,-119.6982,
                  -80.7526,167.8400,-90.0156,
                  -120.8868,149.9674,-156.4450,
                  -85.0026,-155.6659,145.6990,
                  -122.3605,118.3963,153.4198,
                  -80.1373,-78.5207,-85.2644,
                  21.8569,-159.3687,-156.4406,
                  153.1522,-155.5094,-86.8515,
                  174.4339,-122.5019,-122.4826,
                  123.3513,24.9102,141.6051,
                  -124.2426,-155.9217,55.2287,
                  -158.0452,-87.1418,-79.9404,
                  -81.6557,-82.1115,-80.9270,
                  -124.0346,-156.4448,-77.2975,
                  -156.0218,-156.4410,-101.9896,
                  -156.4450,113.7723,-75.3645,
                  -156.4052,-118.4163,-159.7089,
                  151.7928,-156.4410,115.7518,
                  -174.0187,-80.2298,18.8487,
                  29.5369,136.8667,115.1880,
                  115.5763,152.7350,55.2879,
                  -158.0839,-124.2426,-120.6064,
                  -157.9803,151.7092,-124.0179,
                  151.7092,114.1646,18.5730,
                  -121.1214,28.1189,-122.3928,
                  147.1803,115.3455,135.1582,
                  151.2663,23.3776,-124.0535,
                  115.5073,-121.8093,-159.3687,
                  -155.9969,23.3724,164.2500,
                  115.0392,-77.4316,-82.7145,
                  142.7028,152.7265,-86.7465,
                  115.0920,55.7015,-80.0581,
                  153.3594,114.9858, 115.6638,
                  115.6690,-124.1748,-122.3946,
                  -120.6064,-120.2149,18.4187,
                  153.2052,115.6776,115.6633,
                  -94.7977]})
In [63]:
coordinates_copy = coordinates.copy()
coordinates_copy
Out[63]:
{'Location': ['Coronado, San Diego County',
  'Pauanui Beach',
  'Kangaroo Island',
  'Stanmore Bay, Auckland',
  'Sand Dollar Beach, Santa Cruz County',
  'Salt Beach near Kingscliff',
  'Cabarita Beach',
  'Greenmount Beach, Coolangatta',
  'Forster',
  'Shelly Beach, Port Macquarie',
  'Bunker Bay Beach',
  'Tenth Island',
  'Bailey Island, Cumberland County',
  'Wilsons Headland',
  'Stanley',
  'Shelter Cove, Humboldt County',
  'Cull Island / Esperance',
  'Orient Beach',
  'Neuse River, Craven County',
  'Cocoa Beach, Brevard  County',
  'Chebilang pier ',
  'Lucinda',
  'Honolua Bay',
  'Homestead, Miami-Dade County',
  'Melbourne Beach, Brevard County',
  'NoName Cay',
  'Sombero Key Light, Monroe County',
  'Wailea',
  'Davidsons Beach, Kauai',
  'Plateau de Ricaudy, Nouméa',
  'Cable Beach',
  'St. Vincent Bay',
  'Key Biscayne',
  'Sandspit Beach, Montaña de Oro State Park ',
  'Lighthouse Beach',
  'Ship Rock near Catalina, Los Angeles County',
  'Burns Beach, Perth',
  'North Salmon Creek Beach, Sonoma County',
  'San Onofre, San Diego County',
  'Pitt Island or Chatham Island',
  'Cove Park, Kihei, Maui',
  'Nerang River, Surfers Paradise',
  'Saline-les-Bains',
  'Noumea',
  'North Kohala, Big Island',
  'Anaehoomalu Bay, Hawaii',
  'Beqa',
  'Off Airlie Beach, Whitsundays',
  'Shellharbour',
  'East London',
  'L’Hermitage Lagoon',
  'Wilmington River, Chatham County',
  'Samurai Beach',
  'Madoogali',
  'Marsa Alam',
  'Surf Beach, Kiama',
  'Martin Islet',
  'Little Congwong Beach, La Perouse ',
  'Cocoa Beach, Brevard County',
  'Cone Bay',
  'Nouvelle',
  'Bimini',
  'Sai Noi Beach',
  'La Ticla',
  'Newcomb Hollow Beach, Wellfleet, Barnstable County',
  'South Point, Gracetown',
  'Groote Eylandt',
  'Longnook Beach, Truro, Barnstable County',
  'Nirvana Beach',
  'Beacons Beach, San Diego County',
  'Moffat Beach',
  'Piedade Beach, Recife',
  'Baylys Beach ',
  'Manuelita',
  'Pounders Beach, Oahu',
  'Oceanside, San Diego County',
  'Kukio Beach',
  'Southeast of Puerto Peñasco ',
  'St. Francis Bay',
  'Robberg Beach, Plettenberg Bay',
  'Tinley Manor',
  'Humboldt County',
  'Point Casuarina, Bunbury',
  'Athol Island',
  'Sánchez Magallanes, Cárdenas',
  'Davidsons Beach, Kekaha, Kauai',
  'Guardalavaca Beach',
  'Cathedral Rock',
  'Between Pescadero Point & Bean Hollow Beach, San Mateo County',
  'South Beach, Westport, Grays Harbor County',
  'Nahoon Reef, East London',
  'Seal Rock, Goleta Beach, Santa Barbara',
  'Monterey Bay',
  'Kelpies near Wylie Bay',
  'Santa Cruz, Santa Cruz County',
  'Kekaha Beach, Kauai',
  'Marconi Beach, Wellfleet, Barnstable County',
  'Eastmoor Crescent Beach',
  'Hultins Beach, Oahu',
  'Haulover Beach, Miami-Dade County',
  'Stillwater Cove, Monterey County',
  'Normanville',
  'Esperance',
  'Iluka Beach',
  'Off Jupiter',
  'Stearns Wharf, Santa Barbara',
  'Gracetown',
  'Balian Beach',
  'Mauds Point',
  'Destin, Okaloosa County',
  'Roches Noires',
  'Burkes Beach, Hilton Head, Beaufort County',
  'Boot Reef, Torres Strait',
  'Robberg Beach, Plettenberg Bay',
  'Maui',
  'Capitola, Santa Cruz County',
  'Falcon Beach, Mandurah',
  'Off Palos Verdes peninsula, Los Angeles County',
  'Refugio State Beach, Santa Barbara County',
  'Surfside, Orange County',
  'Near Albany',
  'Lighthouse Beach, Ballina',
  'Ryspunt',
  'Makaha, Oahu',
  'Off Singer Island, Palm Beach County',
  'Balian',
  'Kamaole Beach Park I, Maui',
  '8 miles off Mobile',
  'Poe Beach',
  'Green Turtle Cay',
  'Boucan Canot',
  'New Smyrna Beach, Volusia County',
  'St. Petersburg, Pinellas County',
  'Off Surfside',
  'Keurbooms Lagoon, Plettenberg Bay',
  'Booti Booti National Park',
  'Guadalupe Island',
  'Wailea Beach, Maui',
  'Stil Bay',
  'Fernano de Noronha',
  'Saint-Leu',
  'Nerang River, Surfers Paradise',
  'East Ballina',
  'Off Andros Island',
  'Oak Island, Brunswick County',
  'Lori Wilson Park, Cocoa Beach, Brevard  County',
  'Folette',
  'Kouare ',
  'Hapuna Beach',
  'Cap Homard',
  '3 miles off Jupiter, Palm Beach County',
  'Westbrook Beach',
  'Morro Strand State Beach, San Luis Obispo County',
  'Ravine Mula',
  'Fiji',
  'Rodanthe, Dare County',
  'Leftovers, Oahu',
  'Lanikai Beach, Kailua, Oahu',
  'Hallidays Point',
  'Upolu Point, North Kohala, Big Island',
  'Lake Macquarie',
  'El Pescador Beach, Los Angeles County',
  'Denmark',
  'Horseshoe Rock, Santa Barbara County',
  'Saltwater Beach',
  'Lookout Beach, Plettenberg Bay',
  'Buffels Bay near Knysna',
  'Port St.Johns',
  'Belongil Beach, Byron Bay',
  'Yellow Sands Point',
  'Atlantic Ocean',
  'Off Panama City',
  'Fishery Bay',
  'Oak Island, Brunswick County',
  'Lennox Head',
  'Huntington Beach, Orange County',
  'Jeffreys Bay',
  'Lachan Island, Mercury Passage',
  'Evans Head',
  'Santa Barbara County',
  'Morro Bay, San Luis Obispo County',
  'East Ballina',
  'Muizenberg',
  'Katrina Cut, Dauphin Island, Mobile County',
  'South Africa',
  'Elliston, Eyre Peninsula',
  'Manhattan Beach, Los Angeles County',
  'Fremantle',
  'Manomet Point, Plymouth, Plymouth County',
  'Kelpids Beach, Wylie Bay, Esperance',
  'Santa Barbara County',
  'Santa Barbara County',
  'Hilton Head Island, Beaufort County',
  'Stewart Island',
  'Lake Ponchartain off Southshore Harbor, New Orleans',
  'Montaña de Oro State Park, San Luis Obispo County ',
  'Tathra',
  'Kihei, Maui',
  'Apalachicola Bay ',
  'North Kohala, Hawaii County',
  'Rudder Reef',
  'Franklin Point, San Mateo County',
  'Three Stripes near Cheynes Beach',
  'Nerang River near Chevron Island',
  'Fort Lauderdale',
  'Grand Bahamas',
  '3 to 4 miles west of Indian Pass, Gulf County',
  'Die Platt',
  "Pila'a Beach, Kauai",
  'Kanaha Beach, Maui',
  'Riecks Point, Campbells Beach',
  'Ninole Bay, Hawaii County',
  'Seagull Beach, Cancun',
  'Muriwai',
  'Pacific State Beach, San Mateo County',
  'Pillar Point, Half-Moon Bay, San Mateo County',
  'Off Poison Creek, Cape Arid',
  'Albatros Point, near Jeffreys Bay',
  'Cape Nelson',
  'Bunkers, Humboldt Bay, Eureka, Humboldt County',
  'Kiholo Bay',
  'Brisant Beach',
  'White Plains Beach, Oahu',
  'Casino Beach, Pensacola, Escambia County',
  'Folly Beach',
  'Jacksonville, Duval County',
  'Sanibel Island, Lee County',
  'New Smyrna Beach, Volusia County',
  'Gleneden Beach, Lincoln County',
  'Makena, Maui',
  'Pillikin Red Light area ',
  'Kona Coast State Park',
  'Makena Landing, Maui',
  ' Boca de la Leña, La Unión',
  'Kihei, Maui',
  'Coral Bay',
  'Cat Island',
  'Spreckelsville, Maui',
  'Off Catalina Island',
  'Davidsons Surf Break, Kekaha, Kauai',
  'Nobbys Beach',
  'Makena Landing, Maui',
  'Trigg Beach',
  'Eueiki Island',
  'Jensen Beach, Martin County ',
  'Caves near Kogel Bay',
  'Port St.Johns',
  'Dolphin Bay, Innes National Park',
  'Off Wedge Island',
  'Stratham Beach',
  'Kylies Beach, Diamond Head',
  'Saint-Leu',
  'Leftovers near Chuns Reef, Oahu',
  'Humboldt Bay, Eureka, Humboldt County',
  'Surf Beach, Lompoc, Santa Barbara County',
  'Iroquiois Point, Oahu',
  'Redhead Beach, Newcastle',
  'Lincoln City, Lincoln County',
  'Redhead Beach',
  'Kalbarri',
  'Strandfontein',
  'Leffingwell Landing, Cambria,  San Luis Obispo County',
  'Cintza Beach, East London',
  'Pigeon Point',
  'Hula, near Port Moresby',
  'Busselton',
  'Off Perforated Island near Coffin Bay',
  'Clovely Beach',
  'Lookout Beach, near the Keurbooms river mouth in Plettenberg Bay',
  'Newport, Lincoln County',
  'Rottnest Island',
  'Marina State Beach, Monterey County',
  "Pila'a Beach, Kauai",
  'Lyman Beach, Kailua-Kona',
  'Robberg Beach',
  'Kendec',
  ' Bunker Bay',
  'North Topsail Beach, Onslow County',
  'Santa Maria Island, Manatee County',
  'Between ',
  'Crowdy Head',
  'Gaviotas Beach, Cancun',
  'Balian',
  'Anse Lazio ',
  'Riviera Beach, Palm Beach County',
  'Angourie',
  'Cowaramup Bay',
  'Winchester Bay',
  'Between Dyer Island and Pearly Beach',
  'Turners Beach',
  'Pigeon Point, San Mateo County',
  'Near oil rig Hondo, 5 nm from Gaviota, Santa Barbara County',
  'Surf Beach, Vandenberg AFB, Santa Barbara County',
  'Fish Hoek',
  'Mullaway Headland',
  'Off Garden Island',
  'Between Carnac and Garden Islands',
  'Eight Mile Beach, Galveston'],
 'State': ['California',
  'North Island',
  'South Austrialia',
  'North Island',
  'California',
  'New South Wales',
  'New South Wales',
  'Queensland',
  'New South Wales',
  'New South Wales',
  'Westerm Australia',
  'Tasmania',
  'Maine',
  'New South Wales',
  'Tasmania',
  'California',
  'Westerm Australia',
  'Caribbean',
  'North Carolina',
  'Florida',
  'Muang district of Satun province',
  'Queensland',
  'Hawaii',
  'Florida',
  'Florida',
  'Abaco Islands',
  'Florida',
  'Maui',
  'Hawaii',
  'South Province',
  'Western Australia',
  'South Province',
  'Florida',
  'California',
  'New South Wales',
  'California',
  'Westerm Australia',
  'California',
  'California',
  'Chatham Islands',
  'Hawaii',
  'Hawaii',
  ' Saint-Paul',
  'Oceania',
  'Hawaii',
  'Hawaii',
  'Oceania',
  'Queensland',
  'New South Wales',
  'Eastern Cape Province',
  'Saint-Gilles',
  'Georgia',
  'New South Wales',
  'Alifu Alifu Atoll',
  'Red Sea',
  'New South Wales',
  'New South Wales',
  'New South Wales',
  'Florida',
  'Western Australia',
  'Oceania',
  'Bahamas',
  'Hua Hin',
  'Colima',
  'Massachusetts',
  'Western Australia',
  'Northern Territory',
  'Massachusetts',
  'New Providence',
  'California',
  'Queensland',
  'Pernambuco',
  'North Island',
  'Cocos Island',
  'Hawaii',
  'California',
  'Hawaii',
  'Sonora',
  'Eastern Cape Province',
  'Western Cape Province',
  'KwaZulu-Natal',
  'California',
  'Western Australia',
  'New Providence ',
  'Tabasco',
  'Hawaii',
  'Holquin Province',
  'Victoria',
  'California',
  'Washington',
  'Eastern Cape Province',
  'California',
  'California',
  'Western Australia',
  'California',
  'Hawaii',
  'Massachusetts',
  'KwaZulu-Natal',
  'Hawaii',
  'Florida',
  'California',
  'South Australia',
  'Western Australia',
  'New South Wales',
  'Florida',
  'California',
  'Western Australia',
  'Bali',
  'Western Australia',
  'Florida',
  'Saint-Paul',
  'South Carolina',
  'Queensland',
  'Western Cape Province',
  'Hawaii',
  'California',
  'Western Australia',
  'California',
  'California',
  'California',
  'Western Australia',
  'New South Wales',
  'Western Cape Province',
  'Hawaii',
  'Florida',
  'Bali',
  'Hawaii',
  'Alabama',
  'Grand Terre',
  'Abaco Islands',
  'Saint-Paul',
  'Florida',
  'Florida',
  'Texas',
  'Western Cape Province',
  'New South Wales',
  'Baja California',
  'Hawaii',
  'Western Cape Province',
  'Pernambuco',
  'Saint-Paul',
  'Queensland',
  'New South Wales',
  'Bahamas',
  'North Carolina',
  'Florida',
  'Le Port',
  'Oceania',
  'Hawaii',
  'Saint-Gilles-les-Bains',
  'Florida',
  'KwaZulu-Natal',
  'California',
  'd’Étang-Salé',
  'Oceania',
  'North Carolina',
  'Hawaii',
  'Hawaii',
  'New South Wales',
  'Hawaii',
  'New South Wales',
  'California',
  'Western Australia',
  'California',
  'New South Wales',
  'Western Cape Province',
  'Western Cape Province',
  'Eastern Cape Province',
  'New South Wales',
  'Eastern Cape Province',
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  'Florida',
  'South Australia',
  'North Carolina',
  'New South Wales',
  'California',
  'Eastern Cape Province',
  'Tasmania',
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  'California',
  'New South Wales',
  'Western Cape Province',
  'Alabama',
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  'South Australia',
  'California',
  'Western Australia',
  'Massachusetts',
  'Western Australia',
  'California',
  'California',
  'South Carolina',
  'Southland',
  'Louisiana',
  'California',
  'New South Wales',
  'Hawaii',
  'Florida',
  'Hawaii',
  'Queensland',
  'California',
  'Western Australia',
  'Queensland',
  'Florida',
  'Bahamas',
  'Florida',
  'Western Cape Province',
  'Hawaii',
  'Hawaii',
  'New South Wales',
  'Hawaii',
  'Quintana Roo',
  'North Island',
  'California',
  'California',
  'Western Australia',
  'Eastern Cape Province',
  'Victoria',
  'California',
  'Hawaii',
  'Saint-Gilles',
  'Hawaii',
  'Florida',
  'South Carolina',
  'Florida',
  'Florida',
  'Florida',
  'Oregon',
  'Hawaii',
  'St. Catherine',
  'Hawaii',
  'Hawaii',
  'Guerrero',
  'Hawaii',
  'Western Australia',
  'Bahamas',
  'Hawaii',
  'California',
  'Hawaii',
  'Queensland',
  'Hawaii',
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  'Florida',
  'Western Cape Province',
  'Eastern Cape Province',
  'South Australia',
  'Western Australia',
  'Western Australia',
  'New South Wales',
  'Saint-Paul',
  'Hawaii',
  'California',
  'California',
  'Hawaii',
  'New South Wales',
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  'California',
  'Eastern Cape Province',
  'California',
  'Central Province',
  'Western Australia',
  'South Australia',
  'Western Cape Province',
  'Western Cape Province',
  'Oregon',
  'Western Australia',
  'California',
  'Hawaii',
  'Hawaii',
  'Western Cape Province',
  'North Province',
  'Western Australia',
  'North Carolina',
  'Florida',
  'Queensland',
  'New South Wales',
  'Quintana Roo',
  'Bali',
  'Praslin',
  'Florida',
  'New South Wales',
  'Western Australia',
  'Western Australia',
  'Western Australia',
  'Oregon',
  'California',
  'California',
  'California',
  'Western Cape Province',
  'New South Wales',
  'Western Australia',
  'Western Australia',
  'Texas'],
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  99.9577,
  -103.5541,
  -69.9965,
  114.9768,
  136.5933,
  -70.037,
  -77.4884,
  -117.3047,
  153.1333,
  -34.9155,
  173.7469,
  -87.0477,
  -157.9204,
  -117.3795,
  -156.0008,
  -113.538,
  24.8241,
  23.3722,
  31.2833,
  -124.0784,
  115.6333,
  -77.2718,
  -93.8617,
  -159.7089,
  -75.8387,
  144.7852,
  -122.4178,
  -124.1312,
  27.9514,
  -120.6732,
  -121.9473,
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  55.2235,
  -80.6977,
  144.6667,
  23.3722,
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  -121.9533,
  115.6524,
  -118.3492,
  -120.0701,
  -118.0819,
  117.8837,
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  20.1945,
  -158.2206,
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  -156.4479,
  -88.0399,
  165.401,
  -77.3296,
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  -80.927,
  -82.6403,
  -95.2875,
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  152.5179,
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  -32.4297,
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  55.2171,
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  -120.8664,
  55.3697,
  178.065,
  -75.4656,
  -158.0001,
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In [64]:
df_shark = pd.DataFrame.from_dict(coordinates, orient='index')
In [65]:
df_shark = df_shark.transpose()
In [66]:
pd.set_option('max_columns',None)
pd.set_option('max_rows',None)
df_shark
Out[66]:
Location State Latitude Longitude
0 Coronado, San Diego County California 32.69 -117.18
1 Pauanui Beach North Island -37.02 175.87
2 Kangaroo Island South Austrialia -35.78 137.21
3 Stanmore Bay, Auckland North Island -36.63 174.73
4 Sand Dollar Beach, Santa Cruz County California 35.92 -121.47
5 Salt Beach near Kingscliff New South Wales -28.28 153.58
6 Cabarita Beach New South Wales -28.34 153.57
7 Greenmount Beach, Coolangatta Queensland -28.16 153.55
8 Forster New South Wales -32.18 152.51
9 Shelly Beach, Port Macquarie New South Wales -33.37 151.49
10 Bunker Bay Beach Westerm Australia -33.54 115.03
11 Tenth Island Tasmania -40.94 146.98
12 Bailey Island, Cumberland County Maine 43.74 -69.99
13 Wilsons Headland New South Wales -29.86 153.27
14 Stanley Tasmania -40.76 145.30
15 Shelter Cove, Humboldt County California 40.03 -124.07
16 Cull Island / Esperance Westerm Australia -33.92 121.90
17 Orient Beach Caribbean 18.09 -63.02
18 Neuse River, Craven County North Carolina 35.13 -76.50
19 Cocoa Beach, Brevard County Florida 28.32 -80.61
20 Chebilang pier Muang district of Satun province 6.70 99.96
21 Lucinda Queensland -18.53 146.33
22 Honolua Bay Hawaii 21.01 -156.64
23 Homestead, Miami-Dade County Florida 25.46 -80.33
24 Melbourne Beach, Brevard County Florida 28.08 -80.56
25 NoName Cay Abaco Islands 26.75 -77.30
26 Sombero Key Light, Monroe County Florida 24.63 -81.11
27 Wailea Maui 20.68 -156.44
28 Davidsons Beach, Kauai Hawaii 21.96 -159.71
29 Plateau de Ricaudy, Nouméa South Province -22.31 166.46
30 Cable Beach Western Australia -17.93 122.21
31 St. Vincent Bay South Province -21.96 166.12
32 Key Biscayne Florida 25.69 -80.16
33 Sandspit Beach, Montaña de Oro State Park California 35.30 -120.88
34 Lighthouse Beach New South Wales -31.48 152.93
35 Ship Rock near Catalina, Los Angeles County California 33.46 -118.49
36 Burns Beach, Perth Westerm Australia -31.72 115.72
37 North Salmon Creek Beach, Sonoma County California 38.36 -123.07
38 San Onofre, San Diego County California 33.37 -117.57
39 Pitt Island or Chatham Island Chatham Islands -44.29 -176.23
40 Cove Park, Kihei, Maui Hawaii 20.73 -156.45
41 Nerang River, Surfers Paradise Hawaii -28.02 153.42
42 Saline-les-Bains Saint-Paul -21.09 55.24
43 Noumea Oceania -22.27 166.45
44 North Kohala, Big Island Hawaii 20.09 -155.71
45 Anaehoomalu Bay, Hawaii Hawaii 19.55 -155.53
46 Beqa Oceania -18.38 178.12
47 Off Airlie Beach, Whitsundays Queensland -20.27 148.72
48 Shellharbour New South Wales -34.58 150.87
49 East London Eastern Cape Province -33.03 27.85
50 L’Hermitage Lagoon Saint-Gilles -21.08 55.22
51 Wilmington River, Chatham County Georgia 31.96 -81.00
52 Samurai Beach New South Wales -32.77 152.12
53 Madoogali Alifu Alifu Atoll 4.10 72.75
54 Marsa Alam Red Sea 25.07 34.88
55 Surf Beach, Kiama New South Wales -34.68 150.85
56 Martin Islet New South Wales -34.49 150.94
57 Little Congwong Beach, La Perouse New South Wales -33.99 151.24
58 Cocoa Beach, Brevard County Florida 28.32 -80.61
59 Cone Bay Western Australia -16.47 123.54
60 Nouvelle Oceania -20.90 165.62
61 Bimini Bahamas 25.73 -79.25
62 Sai Noi Beach Hua Hin 12.57 99.96
63 La Ticla Colima 18.45 -103.55
64 Newcomb Hollow Beach, Wellfleet, Barnstable Co... Massachusetts 41.96 -70.00
65 South Point, Gracetown Western Australia -33.86 114.98
66 Groote Eylandt Northern Territory -13.97 136.59
67 Longnook Beach, Truro, Barnstable County Massachusetts 42.02 -70.04
68 Nirvana Beach New Providence 25.06 -77.49
69 Beacons Beach, San Diego County California 33.07 -117.30
70 Moffat Beach Queensland -26.80 153.13
71 Piedade Beach, Recife Pernambuco -8.17 -34.92
72 Baylys Beach North Island -35.95 173.75
73 Manuelita Cocos Island 5.56 -87.05
74 Pounders Beach, Oahu Hawaii 21.66 -157.92
75 Oceanside, San Diego County California 33.20 -117.38
76 Kukio Beach Hawaii 19.82 -156.00
77 Southeast of Puerto Peñasco Sonora 31.32 -113.54
78 St. Francis Bay Eastern Cape Province -34.16 24.82
79 Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37
80 Tinley Manor KwaZulu-Natal -29.45 31.28
81 Humboldt County California 40.74 -124.08
82 Point Casuarina, Bunbury Western Australia -33.32 115.63
83 Athol Island New Providence 25.08 -77.27
84 Sánchez Magallanes, Cárdenas Tabasco 18.30 -93.86
85 Davidsons Beach, Kekaha, Kauai Hawaii 21.96 -159.71
86 Guardalavaca Beach Holquin Province 21.12 -75.84
87 Cathedral Rock Victoria -37.47 144.79
88 Between Pescadero Point & Bean Hollow Beach, S... California 37.24 -122.42
89 South Beach, Westport, Grays Harbor County Washington 46.89 -124.13
90 Nahoon Reef, East London Eastern Cape Province -33.00 27.95
91 Seal Rock, Goleta Beach, Santa Barbara California 34.90 -120.67
92 Monterey Bay California 36.80 -121.95
93 Kelpies near Wylie Bay Western Australia -33.83 122.00
94 Santa Cruz, Santa Cruz County California 36.97 -122.03
95 Kekaha Beach, Kauai Hawaii 21.97 -159.73
96 Marconi Beach, Wellfleet, Barnstable County Massachusetts 41.89 -69.96
97 Eastmoor Crescent Beach KwaZulu-Natal -29.88 31.05
98 Hultins Beach, Oahu Hawaii 21.44 -158.00
99 Haulover Beach, Miami-Dade County Florida 25.91 -80.12
100 Stillwater Cove, Monterey County California 36.56 -121.94
101 Normanville South Australia -35.45 138.32
102 Esperance Western Australia -33.86 121.89
103 Iluka Beach New South Wales -29.41 153.36
104 Off Jupiter Florida 26.93 -80.09
105 Stearns Wharf, Santa Barbara California 34.41 -119.69
106 Gracetown Western Australia -33.86 114.99
107 Balian Beach Bali -8.50 114.97
108 Mauds Point Western Australia -23.12 113.76
109 Destin, Okaloosa County Florida 30.39 -86.50
110 Roches Noires Saint-Paul -21.05 55.22
111 Burkes Beach, Hilton Head, Beaufort County South Carolina 32.19 -80.70
112 Boot Reef, Torres Strait Queensland -10.00 144.67
113 Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37
114 Maui Hawaii 20.80 -156.33
115 Capitola, Santa Cruz County California 36.98 -121.95
116 Falcon Beach, Mandurah Western Australia -32.58 115.65
117 Off Palos Verdes peninsula, Los Angeles County California 33.77 -118.35
118 Refugio State Beach, Santa Barbara County California 34.46 -120.07
119 Surfside, Orange County California 33.73 -118.08
120 Near Albany Western Australia -35.03 117.88
121 Lighthouse Beach, Ballina New South Wales -28.87 153.59
122 Ryspunt Western Cape Province -34.36 20.19
123 Makaha, Oahu Hawaii 21.46 -158.22
124 Off Singer Island, Palm Beach County Florida 26.79 -80.04
125 Balian Bali -8.50 114.97
126 Kamaole Beach Park I, Maui Hawaii 20.72 -156.45
127 8 miles off Mobile Alabama 30.70 -88.04
128 Poe Beach Grand Terre -21.61 165.40
129 Green Turtle Cay Abaco Islands 26.77 -77.33
130 Boucan Canot Saint-Paul -21.03 55.23
131 New Smyrna Beach, Volusia County Florida 29.03 -80.93
132 St. Petersburg, Pinellas County Florida 27.77 -82.64
133 Off Surfside Texas 28.95 -95.29
134 Keurbooms Lagoon, Plettenberg Bay Western Cape Province -34.04 23.38
135 Booti Booti National Park New South Wales -32.31 152.52
136 Guadalupe Island Baja California 29.05 -118.28
137 Wailea Beach, Maui Hawaii 20.68 -156.44
138 Stil Bay Western Cape Province -34.36 21.43
139 Fernano de Noronha Pernambuco -3.86 -32.43
140 Saint-Leu Saint-Paul -21.17 55.29
141 Nerang River, Surfers Paradise Queensland -28.00 153.43
142 East Ballina New South Wales -28.85 153.59
143 Off Andros Island Bahamas 24.71 -78.02
144 Oak Island, Brunswick County North Carolina 33.92 -78.16
145 Lori Wilson Park, Cocoa Beach, Brevard County Florida 28.34 -80.61
146 Folette Le Port -20.94 55.30
147 Kouare Oceania -20.90 165.62
148 Hapuna Beach Hawaii 19.99 -155.83
149 Cap Homard Saint-Gilles-les-Bains -21.04 55.22
150 3 miles off Jupiter, Palm Beach County Florida 26.93 -80.09
151 Westbrook Beach KwaZulu-Natal -29.59 31.17
152 Morro Strand State Beach, San Luis Obispo County California 35.39 -120.87
153 Ravine Mula d’Étang-Salé -21.25 55.37
154 Fiji Oceania -17.71 178.06
155 Rodanthe, Dare County North Carolina 35.60 -75.47
156 Leftovers, Oahu Hawaii 21.44 -158.00
157 Lanikai Beach, Kailua, Oahu Hawaii 21.39 -157.72
158 Hallidays Point New South Wales -32.07 152.51
159 Upolu Point, North Kohala, Big Island Hawaii 20.27 -155.85
160 Lake Macquarie New South Wales -33.03 151.56
161 El Pescador Beach, Los Angeles County California 34.04 -118.89
162 Denmark Western Australia -34.96 117.35
163 Horseshoe Rock, Santa Barbara County California 34.42 -119.70
164 Saltwater Beach New South Wales -32.01 152.56
165 Lookout Beach, Plettenberg Bay Western Cape Province -34.05 23.38
166 Buffels Bay near Knysna Western Cape Province -34.08 22.97
167 Port St.Johns Eastern Cape Province -31.63 29.54
168 Belongil Beach, Byron Bay New South Wales -28.63 153.60
169 Yellow Sands Point Eastern Cape Province -32.91 28.08
170 Atlantic Ocean Atlantic Ocean 14.26 -43.45
171 Off Panama City Florida 30.16 -85.66
172 Fishery Bay South Australia -34.91 135.69
173 Oak Island, Brunswick County North Carolina 33.92 -78.16
174 Lennox Head New South Wales -28.80 153.58
175 Huntington Beach, Orange County California 33.66 -118.00
176 Jeffreys Bay Eastern Cape Province -34.05 24.91
177 Lachan Island, Mercury Passage Tasmania -42.38 147.58
178 Evans Head New South Wales -29.11 153.42
179 Santa Barbara County California 34.42 -119.70
180 Morro Bay, San Luis Obispo County California 35.37 -120.85
181 East Ballina New South Wales -28.85 153.59
182 Muizenberg Western Cape Province -34.09 18.50
183 Katrina Cut, Dauphin Island, Mobile County Alabama 30.26 -88.08
184 South Africa South Africa -30.56 22.94
185 Elliston, Eyre Peninsula South Australia -33.65 134.89
186 Manhattan Beach, Los Angeles County California 33.88 -118.41
187 Fremantle Western Australia -32.05 115.76
188 Manomet Point, Plymouth, Plymouth County Massachusetts 41.92 -70.56
189 Kelpids Beach, Wylie Bay, Esperance Western Australia -33.83 122.00
190 Santa Barbara County California 34.42 -119.70
191 Santa Barbara County California 34.42 -119.70
192 Hilton Head Island, Beaufort County South Carolina 32.22 -80.75
193 Stewart Island Southland -47.00 167.84
194 Lake Ponchartain off Southshore Harbor, New Or... Louisiana 30.04 -90.02
195 Montaña de Oro State Park, San Luis Obispo Cou... California 35.27 -120.89
196 Tathra New South Wales -36.74 149.97
197 Kihei, Maui Hawaii 20.76 -156.44
198 Apalachicola Bay Florida 26.67 -85.00
199 North Kohala, Hawaii County Hawaii 19.54 -155.67
200 Rudder Reef Queensland -16.19 145.70
201 Franklin Point, San Mateo County California 37.15 -122.36
202 Three Stripes near Cheynes Beach Western Australia -34.87 118.40
203 Nerang River near Chevron Island Queensland -28.00 153.42
204 Fort Lauderdale Florida 26.12 -80.14
205 Grand Bahamas Bahamas 26.66 -78.52
206 3 to 4 miles west of Indian Pass, Gulf County Florida 29.69 -85.26
207 Die Platt Western Cape Province -33.23 21.86
208 Pila'a Beach, Kauai Hawaii 22.21 -159.37
209 Kanaha Beach, Maui Hawaii 20.90 -156.44
210 Riecks Point, Campbells Beach New South Wales -30.24 153.15
211 Ninole Bay, Hawaii County Hawaii 19.13 -155.51
212 Seagull Beach, Cancun Quintana Roo 21.16 -86.85
213 Muriwai North Island -36.82 174.43
214 Pacific State Beach, San Mateo County California 37.60 -122.50
215 Pillar Point, Half-Moon Bay, San Mateo County California 37.50 -122.48
216 Off Poison Creek, Cape Arid Western Australia -33.90 123.35
217 Albatros Point, near Jeffreys Bay Eastern Cape Province -34.05 24.91
218 Cape Nelson Victoria -38.36 141.61
219 Bunkers, Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24
220 Kiholo Bay Hawaii 19.86 -155.92
221 Brisant Beach Saint-Gilles -21.05 55.23
222 White Plains Beach, Oahu Hawaii 21.30 -158.05
223 Casino Beach, Pensacola, Escambia County Florida 30.33 -87.14
224 Folly Beach South Carolina 32.66 -79.94
225 Jacksonville, Duval County Florida 30.33 -81.66
226 Sanibel Island, Lee County Florida 26.44 -82.11
227 New Smyrna Beach, Volusia County Florida 29.03 -80.93
228 Gleneden Beach, Lincoln County Oregon 44.88 -124.03
229 Makena, Maui Hawaii 20.63 -156.44
230 Pillikin Red Light area St. Catherine 18.11 -77.30
231 Kona Coast State Park Hawaii 19.77 -156.02
232 Makena Landing, Maui Hawaii 20.65 -156.44
233 Boca de la Leña, La Unión Guerrero 17.97 -101.99
234 Kihei, Maui Hawaii 20.76 -156.44
235 Coral Bay Western Australia -23.14 113.77
236 Cat Island Bahamas 24.21 -75.36
237 Spreckelsville, Maui Hawaii 20.91 -156.41
238 Off Catalina Island California 33.39 -118.42
239 Davidsons Surf Break, Kekaha, Kauai Hawaii 21.96 -159.71
240 Nobbys Beach Queensland -32.92 151.79
241 Makena Landing, Maui Hawaii 20.65 -156.44
242 Trigg Beach Western Australia -31.88 115.75
243 Eueiki Island Vava'u -18.77 -174.02
244 Jensen Beach, Martin County Florida 27.25 -80.23
245 Caves near Kogel Bay Western Cape Province -34.23 18.85
246 Port St.Johns Eastern Cape Province -31.63 29.54
247 Dolphin Bay, Innes National Park South Australia -35.19 136.87
248 Off Wedge Island Western Australia -30.83 115.19
249 Stratham Beach Western Australia -33.45 115.58
250 Kylies Beach, Diamond Head New South Wales -31.81 152.74
251 Saint-Leu Saint-Paul -21.17 55.29
252 Leftovers near Chuns Reef, Oahu Hawaii 21.63 -158.08
253 Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24
254 Surf Beach, Lompoc, Santa Barbara County California 34.68 -120.61
255 Iroquiois Point, Oahu Hawaii 21.33 -157.98
256 Redhead Beach, Newcastle New South Wales -33.02 151.71
257 Lincoln City, Lincoln County Oregon 44.96 -124.02
258 Redhead Beach New South Wales -33.02 151.71
259 Kalbarri Western Australia -27.71 114.16
260 Strandfontein Western Cape Province -34.08 18.57
261 Leffingwell Landing, Cambria, San Luis Obispo... California 35.58 -121.12
262 Cintza Beach, East London Eastern Cape Province -32.83 28.12
263 Pigeon Point California 37.18 -122.39
264 Hula, near Port Moresby Central Province -9.44 147.18
265 Busselton Western Australia -33.65 115.35
266 Off Perforated Island near Coffin Bay South Australia -34.73 135.16
267 Clovely Beach Western Cape Province -33.91 151.27
268 Lookout Beach, near the Keurbooms river mouth ... Western Cape Province -34.05 23.38
269 Newport, Lincoln County Oregon 44.64 -124.05
270 Rottnest Island Western Australia -32.01 115.51
271 Marina State Beach, Monterey County California 36.69 -121.81
272 Pila'a Beach, Kauai Hawaii 22.21 -159.37
273 Lyman Beach, Kailua-Kona Hawaii 19.64 -156.00
274 Robberg Beach Western Cape Province -34.08 23.37
275 Kendec North Province -20.67 164.25
276 Bunker Bay Western Australia -33.54 115.04
277 North Topsail Beach, Onslow County North Carolina 34.49 -77.43
278 Santa Maria Island, Manatee County Florida 27.50 -82.71
279 Between Queensland -20.92 142.70
280 Crowdy Head New South Wales -31.84 152.73
281 Gaviotas Beach, Cancun Quintana Roo 21.13 -86.75
282 Balian Bali -8.34 115.09
283 Anse Lazio Praslin -4.29 55.70
284 Riviera Beach, Palm Beach County Florida 26.78 -80.06
285 Angourie New South Wales -29.48 153.36
286 Cowaramup Bay Western Australia -33.86 114.99
287 Winchester Bay Western Australia -32.14 115.66
288 Between Dyer Island and Pearly Beach Western Australia -32.18 115.67
289 Turners Beach Oregon 43.68 -124.17
290 Pigeon Point, San Mateo County California 37.18 -122.39
291 Near oil rig Hondo, 5 nm from Gaviota, Santa B... California 34.68 -120.61
292 Surf Beach, Vandenberg AFB, Santa Barbara County California 34.47 -120.21
293 Fish Hoek Western Cape Province -34.13 18.42
294 Mullaway Headland New South Wales -30.08 153.21
295 Off Garden Island Western Australia -32.20 115.68
296 Between Carnac and Garden Islands Western Australia -32.14 115.66
297 Eight Mile Beach, Galveston Texas 29.30 -94.80
In [67]:
df_shark.dtypes
Out[67]:
Location     object
State        object
Latitude     object
Longitude    object
dtype: object
In [68]:
df_shark.isnull().sum()
Out[68]:
Location     0
State        0
Latitude     0
Longitude    0
dtype: int64
In [69]:
df_shark.shape
Out[69]:
(298, 4)
In [70]:
df_shark['Latitude'] = df_shark['Latitude'].astype(float)
df_shark['Longitude'] = df_shark['Longitude'].astype(float)
df_shark.dtypes
Out[70]:
Location      object
State         object
Latitude     float64
Longitude    float64
dtype: object
In [71]:
import geopandas as gpd
In [72]:
pip install descartes

Requirement already satisfied: descartes in ./opt/anaconda3/lib/python3.8/site-packages (1.1.0)
Requirement already satisfied: matplotlib in ./opt/anaconda3/lib/python3.8/site-packages (from descartes) (3.3.2)
Requirement already satisfied: python-dateutil>=2.1 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (2.8.1)
Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (2.4.7)
Requirement already satisfied: numpy>=1.15 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (1.18.5)
Requirement already satisfied: certifi>=2020.06.20 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (2020.6.20)
Requirement already satisfied: pillow>=6.2.0 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (7.2.0)
Requirement already satisfied: kiwisolver>=1.0.1 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (1.2.0)
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Note: you may need to restart the kernel to use updated packages.
In [73]:
gdf = gpd.GeoDataFrame(
    df_shark, geometry=gpd.points_from_xy(df_shark.Longitude,df_shark.Latitude))
In [74]:
gdf.isnull().sum()
Out[74]:
Location     0
State        0
Latitude     0
Longitude    0
geometry     0
dtype: int64
In [75]:
gdf.dtypes
Out[75]:
Location       object
State          object
Latitude      float64
Longitude     float64
geometry     geometry
dtype: object
frame_2 = [gdf,shark_df] shark_geo = pd.concat(frame_2,sort=True) shark_geo
In [76]:
shark_geo = gdf.merge(shark_df)
shark_geo
Out[76]:
Location State Latitude Longitude geometry Activity Country Fatal Species Type Year
0 Coronado, San Diego County California 32.69 -117.18 POINT (-117.18310 32.68590) Swimming USA N White Shark Unprovoked 2020.00
1 Pauanui Beach North Island -37.02 175.87 POINT (175.86770 -37.01610) Surfing NEW ZEALAND N White Shark Unprovoked 2020.00
2 Stanmore Bay, Auckland North Island -36.63 174.73 POINT (174.72560 -36.62640) Kayak fishing NEW ZEALAND N White Shark Provoked 2020.00
3 Sand Dollar Beach, Santa Cruz County California 35.92 -121.47 POINT (-121.46870 35.92320) Surfing USA Y White Shark Unprovoked 2020.00
4 Salt Beach near Kingscliff New South Wales -28.28 153.58 POINT (153.58040 -28.27770) Surfing AUSTRALIA Y White Shark Unprovoked 2020.00
5 Cabarita Beach New South Wales -28.34 153.57 POINT (153.57320 -28.34360) Foil-boarding AUSTRALIA N White Shark Unprovoked 2020.00
6 Greenmount Beach, Coolangatta Queensland -28.16 153.55 POINT (153.54760 -28.16400) Surfing AUSTRALIA Y White Shark Unprovoked 2020.00
7 Forster New South Wales -32.18 152.51 POINT (152.51170 -32.18060) Fishing / Filming sharks feeding on whale carcass AUSTRALIA N White Shark Watercraft 2020.00
8 Shelly Beach, Port Macquarie New South Wales -33.37 151.49 POINT (151.48590 -33.37000) Surfing AUSTRALIA N White Shark Unprovoked 2020.00
9 Tenth Island Tasmania -40.94 146.98 POINT (146.98490 -40.94230) Sightseeing AUSTRALIA N White Shark Watercraft 2020.00
10 Bailey Island, Cumberland County Maine 43.74 -69.99 POINT (-69.99410 43.73670) Swimming USA Y White Shark Unprovoked 2020.00
11 Wilsons Headland New South Wales -29.86 153.27 POINT (153.27150 -29.85930) Surfing AUSTRALIA Y White Shark Unprovoked 2020.00
12 Stanley Tasmania -40.76 145.30 POINT (145.29600 -40.75970) Fishing AUSTRALIA N White Shark Unprovoked 2020.00
13 Shelter Cove, Humboldt County California 40.03 -124.07 POINT (-124.07310 40.03040) Kayak fishing USA N White Shark Unprovoked 2020.00
14 Orient Beach Caribbean 18.09 -63.02 POINT (-63.01970 18.08750) Swimming ST MARTIN Y Tiger Shark Unprovoked 2020.00
15 Neuse River, Craven County North Carolina 35.13 -76.50 POINT (-76.50380 35.13130) Treading water USA N Bull Shark Unprovoked 2020.00
16 Cocoa Beach, Brevard County Florida 28.32 -80.61 POINT (-80.60760 28.32000) Surfing USA N Bull Shark Unprovoked 2020.00
17 Cocoa Beach, Brevard County Florida 28.32 -80.61 POINT (-80.60760 28.32000) Walking USA N Bull Shark Unprovoked 2018.00
18 Lucinda Queensland -18.53 146.33 POINT (146.33200 -18.53130) Spearfishing AUSTRALIA N Bull Shark Unprovoked 2020.00
19 Honolua Bay Hawaii 21.01 -156.64 POINT (-156.63850 21.01390) Surfing USA Y Tiger Shark Unprovoked 2020.00
20 Homestead, Miami-Dade County Florida 25.46 -80.33 POINT (-80.33500 25.46150) Playing USA N Bull Shark Unprovoked 2020.00
21 Melbourne Beach, Brevard County Florida 28.08 -80.56 POINT (-80.56060 28.07890) Wading USA N Bull Shark Unprovoked 2020.00
22 NoName Cay Abaco Islands 26.75 -77.30 POINT (-77.29650 26.74900) Spearfishing BAHAMAS N Bull Shark Unprovoked 2020.00
23 Sombero Key Light, Monroe County Florida 24.63 -81.11 POINT (-81.10920 24.62870) Snorkeling USA N Bull Shark Unprovoked 2020.00
24 Wailea Maui 20.68 -156.44 POINT (-156.44300 20.68280) Stand-Up Paddle boarding USA N Tiger Shark Unprovoked 2020.00
25 Davidsons Beach, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) Surfing USA N Tiger Shark Unprovoked 2020.00
26 Plateau de Ricaudy, Nouméa South Province -22.31 166.46 POINT (166.45570 -22.31380) Windsurfing NEW CALEDONIA Y Tiger Shark Unprovoked 2020.00
27 Cable Beach Western Australia -17.93 122.21 POINT (122.20960 -17.93200) Body boarding AUSTRALIA Y Tiger Shark Unprovoked 2020.00
28 St. Vincent Bay South Province -21.96 166.12 POINT (166.12040 -21.96500) Snorkeling NEW CALEDONIA N Tiger Shark Unprovoked 2020.00
29 Key Biscayne Florida 25.69 -80.16 POINT (-80.16280 25.69370) Spearfishing USA N Bull Shark Unprovoked 2019.00
30 Sandspit Beach, Montaña de Oro State Park California 35.30 -120.88 POINT (-120.87500 35.30330) Surfing USA N White Shark Unprovoked 2019.00
31 Lighthouse Beach New South Wales -31.48 152.93 POINT (152.92980 -31.47890) Surfing AUSTRALIA N White Shark Unprovoked 2019.00
32 Ship Rock near Catalina, Los Angeles County California 33.46 -118.49 POINT (-118.49170 33.46250) Kayaking USA N White Shark Watercraft 2019.00
33 North Salmon Creek Beach, Sonoma County California 38.36 -123.07 POINT (-123.06820 38.35920) Surfing USA N White Shark Unprovoked 2019.00
34 Pitt Island or Chatham Island Chatham Islands -44.29 -176.23 POINT (-176.22600 -44.28990) Scuba diving NEW ZEALAND N White Shark Unprovoked 2019.00
35 Cove Park, Kihei, Maui Hawaii 20.73 -156.45 POINT (-156.44990 20.72730) Stand-Up Paddleboarding USA N Tiger Shark Unprovoked 2019.00
36 Anaehoomalu Bay, Hawaii Hawaii 19.55 -155.53 POINT (-155.53350 19.54580) Kayaking USA N Tiger Shark Unprovoked 2019.00
37 Beqa Oceania -18.38 178.12 POINT (178.11940 -18.38280) Scuba diving FIJI N Tiger Shark Unprovoked 2019.00
38 Off Airlie Beach, Whitsundays Queensland -20.27 148.72 POINT (148.71560 -20.26780) Snorkeling AUSTRALIA N Tiger Shark Unprovoked 2019.00
39 Shellharbour New South Wales -34.58 150.87 POINT (150.86670 -34.58330) Fishing AUSTRALIA N White Shark Provoked 2019.00
40 East London Eastern Cape Province -33.03 27.85 POINT (27.85460 -33.02920) Kayaking fishing SOUTH AFRICA N White Shark Watercraft 2019.00
41 L’Hermitage Lagoon Saint-Gilles -21.08 55.22 POINT (55.22230 -21.07950) Snorkeling REUNION ISLAND Y Tiger Shark Questionable 2019.00
42 Wilmington River, Chatham County Georgia 31.96 -81.00 POINT (-81.00440 31.95520) Swimming USA N Bull Shark Unprovoked 2019.00
43 Samurai Beach New South Wales -32.77 152.12 POINT (152.12420 -32.76780) Body Surfing AUSTRALIA N Bull Shark Unprovoked 2018.00
44 Madoogali Alifu Alifu Atoll 4.10 72.75 POINT (72.75290 4.09600) Fishing MALDIVES N Tiger Shark Unprovoked 2018.00
45 Marsa Alam Red Sea 25.07 34.88 POINT (34.87900 25.06760) Snorkeling EGYPT Y Tiger Shark Unprovoked 2018.00
46 Surf Beach, Kiama New South Wales -34.68 150.85 POINT (150.85420 -34.67690) Walking AUSTRALIA N Bull Shark Unprovoked 2018.00
47 Martin Islet New South Wales -34.49 150.94 POINT (150.93780 -34.49430) Free diving AUSTRALIA N White Shark Unprovoked 2018.00
48 Little Congwong Beach, La Perouse New South Wales -33.99 151.24 POINT (151.23840 -33.99160) Swimming AUSTRALIA N White Shark Unprovoked 2018.00
49 Cone Bay Western Australia -16.47 123.54 POINT (123.53530 -16.46830) Spearfishing AUSTRALIA N Bull Shark Unprovoked 2018.00
50 Nouvelle Oceania -20.90 165.62 POINT (165.61800 -20.90430) Spearfishing NEW CALEDONIA N Bull Shark Unprovoked 2018.00
51 Bimini Bahamas 25.73 -79.25 POINT (-79.25000 25.73330) Swimming BAHAMAS N Bull Shark Unprovoked 2018.00
52 Sai Noi Beach Hua Hin 12.57 99.96 POINT (99.95770 12.56840) Swimming THAILAND N Bull Shark Unprovoked 2018.00
53 La Ticla Colima 18.45 -103.55 POINT (-103.55410 18.45440) Free diving MEXICO N Tiger Shark Provoked 2018.00
54 Newcomb Hollow Beach, Wellfleet, Barnstable Co... Massachusetts 41.96 -70.00 POINT (-69.99650 41.96320) Boogie boarding USA Y White Shark Unprovoked 2018.00
55 South Point, Gracetown Western Australia -33.86 114.98 POINT (114.97680 -33.86450) Surfing AUSTRALIA N White Shark Unprovoked 2018.00
56 Longnook Beach, Truro, Barnstable County Massachusetts 42.02 -70.04 POINT (-70.03700 42.02090) Swimming USA N White Shark Unprovoked 2018.00
57 Nirvana Beach New Providence 25.06 -77.49 POINT (-77.48840 25.06370) Surfing BAHAMAS N Tiger Shark Unprovoked 2018.00
58 Beacons Beach, San Diego County California 33.07 -117.30 POINT (-117.30470 33.06520) Diving USA N White Shark Unprovoked 2018.00
59 Moffat Beach Queensland -26.80 153.13 POINT (153.13330 -26.80000) Kayaking AUSTRALIA N Tiger Shark Watercraft 2018.00
60 Piedade Beach, Recife Pernambuco -8.17 -34.92 POINT (-34.91550 -8.17210) Swimming BRAZIL Y Tiger Shark Unprovoked 2018.00
61 Baylys Beach North Island -35.95 173.75 POINT (173.74690 -35.95170) Surfing NEW ZEALAND N White Shark Unprovoked 2018.00
62 Manuelita Cocos Island 5.56 -87.05 POINT (-87.04770 5.56130) Scuba diving COSTA RICA N Tiger Shark Unprovoked 2018.00
63 Pounders Beach, Oahu Hawaii 21.66 -157.92 POINT (-157.92040 21.66327) Stand-Up Paddleboarding USA N Tiger Shark Unprovoked 2018.00
64 Oceanside, San Diego County California 33.20 -117.38 POINT (-117.37950 33.19590) Paddling USA N White Shark Watercraft 2018.00
65 Kukio Beach Hawaii 19.82 -156.00 POINT (-156.00080 19.82310) Stand-Up Paddleboarding USA N Tiger Shark Unprovoked 2018.00
66 Southeast of Puerto Peñasco Sonora 31.32 -113.54 POINT (-113.53800 31.31720) Diving MEXICO Y Tiger Shark Unprovoked 2018.00
67 St. Francis Bay Eastern Cape Province -34.16 24.82 POINT (24.82410 -34.16050) Surfing SOUTH AFRICA N White Shark Unprovoked 2018.00
68 Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07600) Surf-skiing SOUTH AFRICA N White Shark Unprovoked 2018.00
69 Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07600) Surf-skiing SOUTH AFRICA N White Shark Unprovoked 2016.00
70 Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07580) Surf-skiing SOUTH AFRICA N White Shark Unprovoked 2018.00
71 Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07580) Surf-skiing SOUTH AFRICA N White Shark Unprovoked 2016.00
72 Tinley Manor KwaZulu-Natal -29.45 31.28 POINT (31.28330 -29.45000) Fishing SOUTH AFRICA N White Shark Unprovoked 2018.00
73 Humboldt County California 40.74 -124.08 POINT (-124.07840 40.74500) Fishing USA N White Shark Watercraft 2018.00
74 Point Casuarina, Bunbury Western Australia -33.32 115.63 POINT (115.63330 -33.31660) Body boarding AUSTRALIA N White Shark Unprovoked 2017.00
75 Athol Island New Providence 25.08 -77.27 POINT (-77.27180 25.07830) Snorkeling BAHAMAS N Tiger Shark Unprovoked 2017.00
76 Sánchez Magallanes, Cárdenas Tabasco 18.30 -93.86 POINT (-93.86170 18.29530) Fishing MEXICO N Tiger Shark Provoked 2017.00
77 Davidsons Beach, Kekaha, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) Surfing USA N Tiger Shark Unprovoked 2017.00
78 Guardalavaca Beach Holquin Province 21.12 -75.84 POINT (-75.83870 21.12210) Night bathing CUBA Y Tiger Shark Unprovoked 2017.00
79 Cathedral Rock Victoria -37.47 144.79 POINT (144.78520 -37.47130) Surfing AUSTRALIA N White Shark Unprovoked 2017.00
80 Between Pescadero Point & Bean Hollow Beach, S... California 37.24 -122.42 POINT (-122.41780 37.23960) Fishing USA N White Shark Watercraft 2017.00
81 South Beach, Westport, Grays Harbor County Washington 46.89 -124.13 POINT (-124.13120 46.89380) Surfing USA N White Shark Unprovoked 2017.00
82 Nahoon Reef, East London Eastern Cape Province -33.00 27.95 POINT (27.95140 -32.99580) Surfing SOUTH AFRICA N White Shark Unprovoked 2017.00
83 Seal Rock, Goleta Beach, Santa Barbara California 34.90 -120.67 POINT (-120.67320 34.89970) SUP USA N White Shark Unprovoked 2017.00
84 Monterey Bay California 36.80 -121.95 POINT (-121.94730 36.80070) Kayaking USA N White Shark Watercraft 2017.00
85 Kelpies near Wylie Bay Western Australia -33.83 122.00 POINT (121.99710 -33.83250) Surfing AUSTRALIA Y White Shark Unprovoked 2017.00
86 Santa Cruz, Santa Cruz County California 36.97 -122.03 POINT (-122.03080 36.97410) Kayaking USA N White Shark Watercraft 2017.00
87 Kekaha Beach, Kauai Hawaii 21.97 -159.73 POINT (-159.73040 21.97170) Surfing USA N Tiger Shark Unprovoked 2017.00
88 Marconi Beach, Wellfleet, Barnstable County Massachusetts 41.89 -69.96 POINT (-69.96110 41.89180) SUP USA N White Shark Unprovoked 2017.00
89 Eastmoor Crescent Beach KwaZulu-Natal -29.88 31.05 POINT (31.04990 -29.88330) Fishing SOUTH AFRICA N Tiger Shark Watercraft 2017.00
90 Hultins Beach, Oahu Hawaii 21.44 -158.00 POINT (-158.00010 21.43890) Surfing USA N Tiger Shark Unprovoked 2017.00
91 Haulover Beach, Miami-Dade County Florida 25.91 -80.12 POINT (-80.12350 25.91140) Swimming USA N Bull Shark Unprovoked 2017.00
92 Stillwater Cove, Monterey County California 36.56 -121.94 POINT (-121.94230 36.56390) Spearfishing USA N White Shark Unprovoked 2017.00
93 Normanville South Australia -35.45 138.32 POINT (138.32160 -35.44640) Kayaking / Fishing AUSTRALIA N White Shark Unprovoked 2017.00
94 Iluka Beach New South Wales -29.41 153.36 POINT (153.36470 -29.41200) Surfing AUSTRALIA N White Shark Unprovoked 2017.00
95 Off Jupiter Florida 26.93 -80.09 POINT (-80.09420 26.93420) Feeding sharks USA N Tiger Shark Unprovoked 2017.00
96 Stearns Wharf, Santa Barbara California 34.41 -119.69 POINT (-119.68560 34.41000) Kayaking USA N White Shark Watercraft 2017.00
97 Gracetown Western Australia -33.86 114.99 POINT (114.98820 -33.86420) Surfing AUSTRALIA N White Shark Unprovoked 2017.00
98 Balian Beach Bali -8.50 114.97 POINT (114.96560 -8.50310) Surfing INDONESIA N Bull Shark Unprovoked 2017.00
99 Mauds Point Western Australia -23.12 113.76 POINT (113.76150 -23.12060) Snorkeling AUSTRALIA N Bull Shark Unprovoked 2017.00
100 Destin, Okaloosa County Florida 30.39 -86.50 POINT (-86.49580 30.39350) Swimming USA N Bull Shark Unprovoked 2017.00
101 Burkes Beach, Hilton Head, Beaufort County South Carolina 32.19 -80.70 POINT (-80.69770 32.19410) Swimming USA N Bull Shark Unprovoked 2017.00
102 Boot Reef, Torres Strait Queensland -10.00 144.67 POINT (144.66670 -10.00000) Scuba Diving AUSTRALIA N Bull Shark Unprovoked 2017.00
103 Maui Hawaii 20.80 -156.33 POINT (-156.33190 20.79840) SUP Foil boarding USA N Tiger Shark Unprovoked 2016.00
104 Capitola, Santa Cruz County California 36.98 -121.95 POINT (-121.95330 36.97520) Fishing USA N White Shark Watercraft 2016.00
105 Falcon Beach, Mandurah Western Australia -32.58 115.65 POINT (115.65240 -32.58010) Surfing AUSTRALIA Y White Shark Unprovoked 2016.00
106 Off Palos Verdes peninsula, Los Angeles County California 33.77 -118.35 POINT (-118.34920 33.76840) Fishing USA N White Shark Watercraft 2016.00
107 Refugio State Beach, Santa Barbara County California 34.46 -120.07 POINT (-120.07010 34.46320) Spearfishing USA N White Shark Unprovoked 2016.00
108 Surfside, Orange County California 33.73 -118.08 POINT (-118.08190 33.72710) Kite surfing USA N White Shark Unprovoked 2016.00
109 Near Albany Western Australia -35.03 117.88 POINT (117.88370 -35.02690) Free diving AUSTRALIA N White Shark Watercraft 2016.00
110 Lighthouse Beach, Ballina New South Wales -28.87 153.59 POINT (153.58990 -28.87260) Surfing AUSTRALIA N White Shark Unprovoked 2016.00
111 Ryspunt Western Cape Province -34.36 20.19 POINT (20.19450 -34.36330) Spearfishing SOUTH AFRICA N White Shark Unprovoked 2016.00
112 Makaha, Oahu Hawaii 21.46 -158.22 POINT (-158.22060 21.46340) Swimming USA N Tiger Shark Unprovoked 2016.00
113 Off Singer Island, Palm Beach County Florida 26.79 -80.04 POINT (-80.03750 26.78510) Spearfishing USA N Bull Shark Unprovoked 2016.00
114 Balian Bali -8.50 114.97 POINT (114.96560 -8.50310) Surfing INDONESIA N Bull Shark Unprovoked 2016.00
115 Balian Bali -8.50 114.97 POINT (114.96560 -8.50310) Surfing INDONESIA N Bull Shark Unprovoked 2011.00
116 Balian Bali -8.34 115.09 POINT (115.09200 -8.34050) Surfing INDONESIA N Bull Shark Unprovoked 2016.00
117 Balian Bali -8.34 115.09 POINT (115.09200 -8.34050) Surfing INDONESIA N Bull Shark Unprovoked 2011.00
118 Kamaole Beach Park I, Maui Hawaii 20.72 -156.45 POINT (-156.44790 20.72220) Floating USA N Tiger Shark Unprovoked 2016.00
119 8 miles off Mobile Alabama 30.70 -88.04 POINT (-88.03990 30.69540) Fishing USA N Tiger Shark Watercraft 2016.00
120 Poe Beach Grand Terre -21.61 165.40 POINT (165.40100 -21.61210) Walking NEW CALEDONIA Y Tiger Shark Unprovoked 2016.00
121 Green Turtle Cay Abaco Islands 26.77 -77.33 POINT (-77.32960 26.77470) Spearfishing BAHAMAS N Bull Shark Unprovoked 2016.00
122 Boucan Canot Saint-Paul -21.03 55.23 POINT (55.22730 -21.03160) Surfing REUNION N Bull Shark Unprovoked 2016.00
123 New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing USA N Bull Shark Unprovoked 2016.00
124 New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing USA N Bull Shark Unprovoked 2013.00
125 New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing USA N Bull Shark Unprovoked 2016.00
126 New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing USA N Bull Shark Unprovoked 2013.00
127 St. Petersburg, Pinellas County Florida 27.77 -82.64 POINT (-82.64030 27.76760) Swimming USA N Bull Shark Unprovoked 2016.00
128 Off Surfside Texas 28.95 -95.29 POINT (-95.28750 28.95170) Spearfishing USA N Bull Shark Unprovoked 2016.00
129 Keurbooms Lagoon, Plettenberg Bay Western Cape Province -34.04 23.38 POINT (23.37820 -34.03800) Surf skiing SOUTH AFRICA N White Shark Unprovoked 2016.00
130 Booti Booti National Park New South Wales -32.31 152.52 POINT (152.51790 -32.31270) Surfing AUSTRALIA N White Shark Unprovoked 2016.00
131 Guadalupe Island Baja California 29.05 -118.28 POINT (-118.27610 29.05250) Cage Diving MEXICO N White Shark Invalid 2016.00
132 Wailea Beach, Maui Hawaii 20.68 -156.44 POINT (-156.44300 20.68280) Paddle boarding USA N Tiger Shark Unprovoked 2016.00
133 Stil Bay Western Cape Province -34.36 21.43 POINT (21.43360 -34.36420) Surfing SOUTH AFRICA N White Shark Unprovoked 2015.00
134 Fernano de Noronha Pernambuco -3.86 -32.43 POINT (-32.42970 -3.85760) Scuba diving BRAZIL N Tiger Shark Unprovoked 2015.00
135 Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing REUNION N Bull Shark Unprovoked 2015.00
136 Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing REUNION N Bull Shark Unprovoked 2012.00
137 Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing REUNION N Bull Shark Unprovoked 2015.00
138 Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing REUNION N Bull Shark Unprovoked 2012.00
139 Nerang River, Surfers Paradise Queensland -28.00 153.43 POINT (153.42960 -28.00070) Rowing AUSTRALIA N Bull Shark Watercraft 2015.00
140 East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Body boarding AUSTRALIA N White Shark Unprovoked 2015.00
141 East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Surfing AUSTRALIA N Bull Shark Unprovoked 2015.00
142 East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Body boarding AUSTRALIA N White Shark Unprovoked 2015.00
143 East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Surfing AUSTRALIA N Bull Shark Unprovoked 2015.00
144 Off Andros Island Bahamas 24.71 -78.02 POINT (-78.01950 24.70640) Lobster fishing BAHAMAS N Bull Shark Unprovoked 2015.00
145 Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading USA N Bull Shark Unprovoked 2015.00
146 Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading USA N Bull Shark Unprovoked 2015.00
147 Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading USA N Bull Shark Unprovoked 2015.00
148 Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading USA N Bull Shark Unprovoked 2015.00
149 Lori Wilson Park, Cocoa Beach, Brevard County Florida 28.34 -80.61 POINT (-80.60950 28.33710) Playing USA N Bull Shark Unprovoked 2015.00
150 Folette Le Port -20.94 55.30 POINT (55.30330 -20.94440) Surfing REUNION N Bull Shark Unprovoked 2015.00
151 Kouare Oceania -20.90 165.62 POINT (165.61800 -20.90430) Snorkeling NEW CALEDONIA Y Bull Shark Unprovoked 2015.00
152 Hapuna Beach Hawaii 19.99 -155.83 POINT (-155.82570 19.99230) Standing / Snorkeling USA N Tiger Shark Unprovoked 2015.00
153 Cap Homard Saint-Gilles-les-Bains -21.04 55.22 POINT (55.21710 -21.03680) Surfing REUNION Y Bull Shark Unprovoked 2015.00
154 3 miles off Jupiter, Palm Beach County Florida 26.93 -80.09 POINT (-80.09420 26.93420) Spearfishing USA N Bull Shark Unprovoked 2015.00
155 Westbrook Beach KwaZulu-Natal -29.59 31.17 POINT (31.17130 -29.59120) Fishing SOUTH AFRICA N White Shark Watercraft 2015.00
156 Morro Strand State Beach, San Luis Obispo County California 35.39 -120.87 POINT (-120.86640 35.39180) Surfing USA N White Shark Unprovoked 2015.00
157 Ravine Mula d’Étang-Salé -21.25 55.37 POINT (55.36970 -21.24980) Swimming REUNION Y Tiger Shark Unprovoked 2015.00
158 Fiji Oceania -17.71 178.06 POINT (178.06500 -17.71340) Spearfishing FIJI N Tiger Shark Unprovoked 2015.00
159 Rodanthe, Dare County North Carolina 35.60 -75.47 POINT (-75.46560 35.60040) Swimming USA N Bull Shark Unprovoked 2015.00
160 Leftovers, Oahu Hawaii 21.44 -158.00 POINT (-158.00010 21.43890) Surfing USA N Tiger Shark Unprovoked 2015.00
161 Lanikai Beach, Kailua, Oahu Hawaii 21.39 -157.72 POINT (-157.71510 21.39250) Swimming USA N Tiger Shark Unprovoked 2015.00
162 Hallidays Point New South Wales -32.07 152.51 POINT (152.51500 -32.06840) Surf-skiing AUSTRALIA N White Shark Unprovoked 2015.00
163 Upolu Point, North Kohala, Big Island Hawaii 20.27 -155.85 POINT (-155.85450 20.26900) Spearfishing USA N Tiger Shark Unprovoked 2015.00
164 Lake Macquarie New South Wales -33.03 151.56 POINT (151.56030 -33.03110) Fishing AUSTRALIA N White Shark Watercraft 2015.00
165 El Pescador Beach, Los Angeles County California 34.04 -118.89 POINT (-118.89210 34.04040) Stand-Up Paddleboarding USA N White Shark Unprovoked 2015.00
166 Denmark Western Australia -34.96 117.35 POINT (117.35070 -34.96180) Surfing AUSTRALIA N White Shark Invalid 2015.00
167 Horseshoe Rock, Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak fishing USA N White Shark Watercraft 2015.00
168 Saltwater Beach New South Wales -32.01 152.56 POINT (152.56290 -32.01080) Surfing AUSTRALIA N White Shark Unprovoked 2015.00
169 Lookout Beach, Plettenberg Bay Western Cape Province -34.05 23.38 POINT (23.37760 -34.05060) Surfing SOUTH AFRICA N White Shark Unprovoked 2015.00
170 Buffels Bay near Knysna Western Cape Province -34.08 22.97 POINT (22.97310 -34.08330) Body Boarding SOUTH AFRICA N White Shark Unprovoked 2015.00
171 Belongil Beach, Byron Bay New South Wales -28.63 153.60 POINT (153.60030 -28.63370) Surf skiing AUSTRALIA N White Shark Unprovoked 2015.00
172 Yellow Sands Point Eastern Cape Province -32.91 28.08 POINT (28.07980 -32.90970) Kayak Fishing SOUTH AFRICA N White Shark Watercraft 2015.00
173 Atlantic Ocean Atlantic Ocean 14.26 -43.45 POINT (-43.44982 14.25760) Transatlantic Rowing ATLANTIC OCEAN N White Shark Watercraft 2015.00
174 Off Panama City Florida 30.16 -85.66 POINT (-85.66020 30.15880) Fishing USA N White Shark Watercraft 2015.00
175 Fishery Bay South Australia -34.91 135.69 POINT (135.68610 -34.91420) Surfing AUSTRALIA N White Shark Unprovoked 2015.00
176 Lennox Head New South Wales -28.80 153.58 POINT (153.58330 -28.80000) Surfing AUSTRALIA N White Shark Unprovoked 2015.00
177 Huntington Beach, Orange County California 33.66 -118.00 POINT (-117.99880 33.65950) Surfing USA N White Shark Unprovoked 2015.00
178 Jeffreys Bay Eastern Cape Province -34.05 24.91 POINT (24.91020 -34.05070) Surfing SOUTH AFRICA N White Shark Unprovoked 2015.00
179 Lachan Island, Mercury Passage Tasmania -42.38 147.58 POINT (147.58120 -42.38240) Scallop diving on hookah AUSTRALIA Y White Shark Unprovoked 2015.00
180 Evans Head New South Wales -29.11 153.42 POINT (153.42170 -29.10860) Surfing AUSTRALIA N White Shark Unprovoked 2015.00
181 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak Fishing USA N White Shark Watercraft 2015.00
182 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking USA N White Shark Watercraft 2014.00
183 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking USA N White Shark Watercraft 2014.00
184 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak Fishing USA N White Shark Watercraft 2015.00
185 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking USA N White Shark Watercraft 2014.00
186 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking USA N White Shark Watercraft 2014.00
187 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak Fishing USA N White Shark Watercraft 2015.00
188 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking USA N White Shark Watercraft 2014.00
189 Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking USA N White Shark Watercraft 2014.00
190 Morro Bay, San Luis Obispo County California 35.37 -120.85 POINT (-120.85000 35.36590) Surfing USA N White Shark Unprovoked 2015.00
191 Muizenberg Western Cape Province -34.09 18.50 POINT (18.49590 -34.08990) Surfing SOUTH AFRICA N White Shark Unprovoked 2014.00
192 Katrina Cut, Dauphin Island, Mobile County Alabama 30.26 -88.08 POINT (-88.08490 30.25550) Fishing USA N Bull Shark Unprovoked 2014.00
193 South Africa South Africa -30.56 22.94 POINT (22.93750 -30.55950) Shark watching SOUTH AFRICA N White Shark Watercraft 2014.00
194 Elliston, Eyre Peninsula South Australia -33.65 134.89 POINT (134.88860 -33.64520) Surfing AUSTRALIA N White Shark Unprovoked 2014.00
195 Manhattan Beach, Los Angeles County California 33.88 -118.41 POINT (-118.41090 33.88470) Swimming USA N White Shark Provoked 2014.00
196 Fremantle Western Australia -32.05 115.76 POINT (115.75800 -32.05340) Fishing AUSTRALIA N White Shark Watercraft 2014.00
197 Manomet Point, Plymouth, Plymouth County Massachusetts 41.92 -70.56 POINT (-70.56210 41.91610) Kayaking USA N White Shark Watercraft 2014.00
198 Kelpids Beach, Wylie Bay, Esperance Western Australia -33.83 122.00 POINT (121.99710 -33.83250) Surfing AUSTRALIA N White Shark Unprovoked 2014.00
199 Hilton Head Island, Beaufort County South Carolina 32.22 -80.75 POINT (-80.75260 32.21630) Standing in inner tube USA N Bull Shark Unprovoked 2014.00
200 Stewart Island Southland -47.00 167.84 POINT (167.84000 -47.00000) Filming a documentary NEW ZEALAND N White Shark Watercraft 2014.00
201 Lake Ponchartain off Southshore Harbor, New Or... Louisiana 30.04 -90.02 POINT (-90.01560 30.03810) Swimming USA N Bull Shark Unprovoked 2014.00
202 Montaña de Oro State Park, San Luis Obispo Cou... California 35.27 -120.89 POINT (-120.88680 35.27230) Surfing USA N White Shark Unprovoked 2014.00
203 Tathra New South Wales -36.74 149.97 POINT (149.96740 -36.73600) Swimming AUSTRALIA Y White Shark Unprovoked 2014.00
204 Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Stand-Up Paddleboarding USA N Tiger Shark Unprovoked 2014.00
205 Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Snorkeling USA N Tiger Shark Unprovoked 2012.00
206 Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Stand-Up Paddleboarding USA N Tiger Shark Unprovoked 2014.00
207 Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Snorkeling USA N Tiger Shark Unprovoked 2012.00
208 Apalachicola Bay Florida 26.67 -85.00 POINT (-85.00260 26.67180) Fishing for sharks USA N Bull Shark Provoked 2014.00
209 North Kohala, Hawaii County Hawaii 19.54 -155.67 POINT (-155.66590 19.54290) Surfing USA N Tiger Shark Unprovoked 2014.00
210 Rudder Reef Queensland -16.19 145.70 POINT (145.69900 -16.19420) Spearfishing AUSTRALIA Y Tiger Shark Unprovoked 2014.00
211 Franklin Point, San Mateo County California 37.15 -122.36 POINT (-122.36050 37.14970) Boat attack USA N White Shark Watercraft 2014.00
212 Three Stripes near Cheynes Beach Western Australia -34.87 118.40 POINT (118.39630 -34.87410) Spearfishing AUSTRALIA Y White Shark Unprovoked 2014.00
213 Nerang River near Chevron Island Queensland -28.00 153.42 POINT (153.41980 -27.99730) Fell into the water AUSTRALIA N Bull Shark Unprovoked 2014.00
214 Fort Lauderdale Florida 26.12 -80.14 POINT (-80.13730 26.12240) Swimming USA N Bull Shark Unprovoked 2014.00
215 Grand Bahamas Bahamas 26.66 -78.52 POINT (-78.52070 26.65940) Spearfishing BAHAMAS N Bull Shark Unprovoked 2014.00
216 3 to 4 miles west of Indian Pass, Gulf County Florida 29.69 -85.26 POINT (-85.26440 29.69050) Standing USA N Bull Shark Unprovoked 2014.00
217 Die Platt Western Cape Province -33.23 21.86 POINT (21.85690 -33.22780) Surfing SOUTH AFRICA N White Shark Unprovoked 2013.00
218 Pila'a Beach, Kauai Hawaii 22.21 -159.37 POINT (-159.36870 22.21020) Surfing USA N Tiger Shark Unprovoked 2013.00
219 Pila'a Beach, Kauai Hawaii 22.21 -159.37 POINT (-159.36870 22.21020) Surfing USA N Tiger Shark Unprovoked 2013.00
220 Kanaha Beach, Maui Hawaii 20.90 -156.44 POINT (-156.44060 20.89970) Kiteboarding USA N Tiger Shark Unprovoked 2013.00
221 Riecks Point, Campbells Beach New South Wales -30.24 153.15 POINT (153.15220 -30.23790) Body boarding AUSTRALIA Y Tiger Shark Unprovoked 2013.00
222 Ninole Bay, Hawaii County Hawaii 19.13 -155.51 POINT (-155.50940 19.12830) Boogie boarding USA N Tiger Shark Unprovoked 2013.00
223 Seagull Beach, Cancun Quintana Roo 21.16 -86.85 POINT (-86.85150 21.16190) Swimming MEXICO N Tiger Shark Unprovoked 2013.00
224 Muriwai North Island -36.82 174.43 POINT (174.43390 -36.82460) Swimming NEW ZEALAND Y White Shark Unprovoked 2013.00
225 Pillar Point, Half-Moon Bay, San Mateo County California 37.50 -122.48 POINT (-122.48260 37.50430) Surfing USA N White Shark Unprovoked 2013.00
226 Off Poison Creek, Cape Arid Western Australia -33.90 123.35 POINT (123.35130 -33.90360) Diving for Abalone AUSTRALIA N White Shark Unprovoked 2013.00
227 Albatros Point, near Jeffreys Bay Eastern Cape Province -34.05 24.91 POINT (24.91020 -34.05070) Swimming / snorkeling SOUTH AFRICA Y White Shark Unprovoked 2013.00
228 Cape Nelson Victoria -38.36 141.61 POINT (141.60510 -38.35960) Fishing AUSTRALIA N White Shark Watercraft 2013.00
229 Bunkers, Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24 POINT (-124.24260 40.71950) Surfing USA N White Shark Unprovoked 2013.00
230 Kiholo Bay Hawaii 19.86 -155.92 POINT (-155.92170 19.85640) Surfing USA N Tiger Shark Unprovoked 2013.00
231 Brisant Beach Saint-Gilles -21.05 55.23 POINT (55.22870 -21.05390) Body boarding REUNION Y Bull Shark Unprovoked 2013.00
232 White Plains Beach, Oahu Hawaii 21.30 -158.05 POINT (-158.04520 21.30350) Surfing USA N Tiger Shark Unprovoked 2013.00
233 Casino Beach, Pensacola, Escambia County Florida 30.33 -87.14 POINT (-87.14180 30.33040) Swimming USA N Bull Shark Unprovoked 2013.00
234 Folly Beach South Carolina 32.66 -79.94 POINT (-79.94040 32.65520) Surfing USA N Bull Shark Unprovoked 2013.00
235 Jacksonville, Duval County Florida 30.33 -81.66 POINT (-81.65570 30.33220) Swimming USA N Bull Shark Unprovoked 2013.00
236 Sanibel Island, Lee County Florida 26.44 -82.11 POINT (-82.11150 26.44340) Fishing USA N Bull Shark Unprovoked 2013.00
237 Gleneden Beach, Lincoln County Oregon 44.88 -124.03 POINT (-124.03460 44.88140) Surfing USA N White Shark Unprovoked 2013.00
238 Makena, Maui Hawaii 20.63 -156.44 POINT (-156.44480 20.63160) Snorkeling USA Y Tiger Shark Unprovoked 2013.00
239 Pillikin Red Light area St. Catherine 18.11 -77.30 POINT (-77.29750 18.10960) Spearfishing JAMAICA Y Tiger Shark Unprovoked 2013.00
240 Kona Coast State Park Hawaii 19.77 -156.02 POINT (-156.02180 19.77040) Swimming USA N Tiger Shark Unprovoked 2013.00
241 Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Diving USA N Tiger Shark Unprovoked 2012.00
242 Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Swimming USA N Tiger Shark Unprovoked 2012.00
243 Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Diving USA N Tiger Shark Unprovoked 2012.00
244 Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Swimming USA N Tiger Shark Unprovoked 2012.00
245 Boca de la Leña, La Unión Guerrero 17.97 -101.99 POINT (-101.98960 17.97330) Free diving / spearfishing MEXICO N Bull Shark Unprovoked 2012.00
246 Coral Bay Western Australia -23.14 113.77 POINT (113.77230 -23.14230) Snorkeling AUSTRALIA N Tiger Shark Unprovoked 2012.00
247 Cat Island Bahamas 24.21 -75.36 POINT (-75.36450 24.21330) Diving, photographing sharks BAHAMAS N Tiger Shark Unprovoked 2012.00
248 Spreckelsville, Maui Hawaii 20.91 -156.41 POINT (-156.40520 20.91070) Spearfishing USA N Tiger Shark Provoked 2012.00
249 Off Catalina Island California 33.39 -118.42 POINT (-118.41630 33.38790) Paddle boarding USA N White Shark Unprovoked 2012.00
250 Davidsons Surf Break, Kekaha, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) Surfing USA N Tiger Shark Unprovoked 2012.00
251 Nobbys Beach Queensland -32.92 151.79 POINT (151.79280 -32.92380) Surfing AUSTRALIA N Bull Shark Unprovoked 2012.00
252 Trigg Beach Western Australia -31.88 115.75 POINT (115.75180 -31.87790) Surfing AUSTRALIA N Tiger Shark Unprovoked 2012.00
253 Eueiki Island Vava'u -18.77 -174.02 POINT (-174.01870 -18.76640) Swimming TONGA N Bull Shark Unprovoked 2012.00
254 Jensen Beach, Martin County Florida 27.25 -80.23 POINT (-80.22980 27.25450) Surfing USA N Bull Shark Unprovoked 2012.00
255 Caves near Kogel Bay Western Cape Province -34.23 18.85 POINT (18.84870 -34.23420) Body boarding SOUTH AFRICA Y White Shark Unprovoked 2012.00
256 Dolphin Bay, Innes National Park South Australia -35.19 136.87 POINT (136.86670 -35.19450) Kayaking AUSTRALIA N White Shark Watercraft 2012.00
257 Off Wedge Island Western Australia -30.83 115.19 POINT (115.18800 -30.82780) Surfing AUSTRALIA Y White Shark Unprovoked 2012.00
258 Stratham Beach Western Australia -33.45 115.58 POINT (115.57630 -33.45190) Scuba diving AUSTRALIA Y White Shark Unprovoked 2012.00
259 Kylies Beach, Diamond Head New South Wales -31.81 152.74 POINT (152.73500 -31.81440) Paddle boarding AUSTRALIA N Bull Shark Unprovoked 2012.00
260 Leftovers near Chuns Reef, Oahu Hawaii 21.63 -158.08 POINT (-158.08390 21.62690) Surfing USA N Tiger Shark Unprovoked 2012.00
261 Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24 POINT (-124.24260 40.71950) Surfing USA N White Shark Unprovoked 2012.00
262 Surf Beach, Lompoc, Santa Barbara County California 34.68 -120.61 POINT (-120.60640 34.68310) Surfing USA Y White Shark Unprovoked 2012.00
263 Iroquiois Point, Oahu Hawaii 21.33 -157.98 POINT (-157.98030 21.32750) Kayak Fishing USA N Tiger Shark Watercraft 2012.00
264 Redhead Beach, Newcastle New South Wales -33.02 151.71 POINT (151.70920 -33.02050) Surf skiing AUSTRALIA N White Shark Unprovoked 2012.00
265 Lincoln City, Lincoln County Oregon 44.96 -124.02 POINT (-124.01790 44.95820) Surfing USA N White Shark Unprovoked 2012.00
266 Redhead Beach New South Wales -33.02 151.71 POINT (151.70920 -33.02050) Surfing AUSTRALIA N White Shark Unprovoked 2012.00
267 Kalbarri Western Australia -27.71 114.16 POINT (114.16460 -27.71040) Crayfishing AUSTRALIA N White Shark Watercraft 2012.00
268 Strandfontein Western Cape Province -34.08 18.57 POINT (18.57300 -34.07790) Fishing SOUTH AFRICA N White Shark Watercraft 2012.00
269 Leffingwell Landing, Cambria, San Luis Obispo... California 35.58 -121.12 POINT (-121.12140 35.58390) Kayaking / Fishing USA N White Shark Watercraft 2012.00
270 Cintza Beach, East London Eastern Cape Province -32.83 28.12 POINT (28.11890 -32.82870) Surfing SOUTH AFRICA N White Shark Unprovoked 2011.00
271 Pigeon Point California 37.18 -122.39 POINT (-122.39280 37.18290) Kayaking USA N White Shark Watercraft 2011.00
272 Hula, near Port Moresby Central Province -9.44 147.18 POINT (147.18030 -9.44380) Kite Surfing PAPUA NEW GUINEA N Tiger Shark Unprovoked 2011.00
273 Busselton Western Australia -33.65 115.35 POINT (115.34550 -33.65320) Fishing AUSTRALIA N White Shark Watercraft 2011.00
274 Off Perforated Island near Coffin Bay South Australia -34.73 135.16 POINT (135.15820 -34.72680) Diving for abalone AUSTRALIA Y White Shark Unprovoked 2011.00
275 Clovely Beach Western Cape Province -33.91 151.27 POINT (151.26630 -33.91350) Swimming SOUTH AFRICA N White Shark Unprovoked 2011.00
276 Lookout Beach, near the Keurbooms river mouth ... Western Cape Province -34.05 23.38 POINT (23.37760 -34.05060) Surfing SOUTH AFRICA Y White Shark Unprovoked 2011.00
277 Newport, Lincoln County Oregon 44.64 -124.05 POINT (-124.05350 44.63680) Surfing USA N White Shark Unprovoked 2011.00
278 Rottnest Island Western Australia -32.01 115.51 POINT (115.50730 -32.00640) Diving AUSTRALIA Y White Shark Unprovoked 2011.00
279 Marina State Beach, Monterey County California 36.69 -121.81 POINT (-121.80930 36.69280) Surfing USA N White Shark Unprovoked 2011.00
280 Lyman Beach, Kailua-Kona Hawaii 19.64 -156.00 POINT (-155.99690 19.63990) Surfing USA N Tiger Shark Unprovoked 2011.00
281 Lyman Beach, Kailua-Kona Hawaii 19.64 -156.00 POINT (-155.99690 19.63990) Paddle boarding USA N Tiger Shark Unprovoked 2011.00
282 Robberg Beach Western Cape Province -34.08 23.37 POINT (23.37240 -34.07540) Surfing SOUTH AFRICA N White Shark Unprovoked 2011.00
283 Kendec North Province -20.67 164.25 POINT (164.25000 -20.66670) Kite Boarding NEW CALEDONIA Y Tiger Shark Unprovoked 2011.00
284 Bunker Bay Western Australia -33.54 115.04 POINT (115.03920 -33.54270) Body boarding AUSTRALIA Y White Shark Unprovoked 2011.00
285 North Topsail Beach, Onslow County North Carolina 34.49 -77.43 POINT (-77.43160 34.49020) Playing in the surf USA N Bull Shark Unprovoked 2011.00
286 Santa Maria Island, Manatee County Florida 27.50 -82.71 POINT (-82.71450 27.50410) Spearfishing USA N Bull Shark Unprovoked 2011.00
287 Between Queensland -20.92 142.70 POINT (142.70280 -20.91760) Fishing AUSTRALIA N Bull Shark Provoked 2011.00
288 Crowdy Head New South Wales -31.84 152.73 POINT (152.72650 -31.84430) Surfing AUSTRALIA N Bull Shark Unprovoked 2011.00
289 Gaviotas Beach, Cancun Quintana Roo 21.13 -86.75 POINT (-86.74650 21.13230) Swimming MEXICO N Bull Shark Unprovoked 2011.00
290 Anse Lazio Praslin -4.29 55.70 POINT (55.70150 -4.29370) Swimming or Snorkeling SEYCHELLES Y Bull Shark Unprovoked 2011.00
291 Riviera Beach, Palm Beach County Florida 26.78 -80.06 POINT (-80.05810 26.77530) Spearfishing USA N Bull Shark Unprovoked 2011.00
292 Angourie New South Wales -29.48 153.36 POINT (153.35940 -29.47920) Surfing AUSTRALIA N White Shark Unprovoked 2011.00
293 Cowaramup Bay Western Australia -33.86 114.99 POINT (114.98580 -33.86060) Surfing AUSTRALIA Y White Shark Unprovoked 2010.00
294 Pigeon Point, San Mateo County California 37.18 -122.39 POINT (-122.39460 37.18180) Kayak Fishing USA N White Shark Watercraft 2010.00
295 Near oil rig Hondo, 5 nm from Gaviota, Santa B... California 34.68 -120.61 POINT (-120.60640 34.68310) Kayaking USA N White Shark Watercraft 2010.00
296 Surf Beach, Vandenberg AFB, Santa Barbara County California 34.47 -120.21 POINT (-120.21490 34.47170) Body boarding USA Y White Shark Unprovoked 2010.00
297 Mullaway Headland New South Wales -30.08 153.21 POINT (153.20520 -30.07710) Surfing AUSTRALIA N Bull Shark Unprovoked 2010.00
298 Off Garden Island Western Australia -32.20 115.68 POINT (115.67760 -32.20430) Snorkeling AUSTRALIA N White Shark Unprovoked 2010.00
299 Between Carnac and Garden Islands Western Australia -32.14 115.66 POINT (115.66330 -32.13930) Fishing AUSTRALIA N White Shark Watercraft 2010.00
300 Eight Mile Beach, Galveston Texas 29.30 -94.80 POINT (-94.79770 29.30130) Surfing USA N Bull Shark Unprovoked 2010.00
In [77]:
world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))

country_names = {'Bosnia and Herz.': 'Bosnia and Herzegovina',
                    'Central African Rep.': 'Central African Republic',
                    'Congo': 'Congo (Brazzaville)',
                    'Dem. Rep. Congo': 'Congo (Kinshasa)',
                    'Czechia': 'Czech Republic',
                    "Côte d'Ivoire": 'Ivory Coast',
                    'Dominican Rep.': 'Dominican Republic',
                    'N. Cyprus': 'North Cyprus',
                    'Palestine': 'Palestinian Territories',
                    'Somaliland': 'Somaliland region',
                    'S. Sudan': 'South Sudan',
                    'eSwatini': 'Swaziland', 
                    'Taiwan': 'Taiwan Province of China',
                    'United States of America': 'United States'}

world = world.replace(to_replace=country_names)

print(type(world))

world.head()

<class 'geopandas.geodataframe.GeoDataFrame'>
Out[77]:
pop_est continent name iso_a3 gdp_md_est geometry
0 920938 Oceania Fiji FJI 8374.00 MULTIPOLYGON (((180.00000 -16.06713, 180.00000...
1 53950935 Africa Tanzania TZA 150600.00 POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...
2 603253 Africa W. Sahara ESH 906.50 POLYGON ((-8.66559 27.65643, -8.66512 27.58948...
3 35623680 North America Canada CAN 1674000.00 MULTIPOLYGON (((-122.84000 49.00000, -122.9742...
4 326625791 North America United States USA 18560000.00 MULTIPOLYGON (((-122.84000 49.00000, -120.0000...
In [78]:
fig, ax = plt.subplots(figsize=(30,10))
world.plot(ax=ax, alpha=0.4, color='green', edgecolor='black')
shark_geo.plot('Fatal', categorical=True, cmap='RdBu_r', linewidth=.8, edgecolor='black',
         legend=True, legend_kwds={'bbox_to_anchor':(.2, 1.05),'fontsize':16,'frameon':False}, ax=ax)
ax.axis('off')
ax.set_title('Worldwide Shark Attacks (White, Tiger, Bull) 2010-2020',fontsize=20)
plt.tight_layout()
In [79]:
sns.set(font_scale=1.25)
sns.set_style('darkgrid')
sns.catplot(x='Species',y='Year',data=shark_geo,kind='box')
plt.show()
In [80]:
h = sns.catplot(x='Species',col='State',
           col_wrap=3, data=shark_geo, kind='count',
           height=2.0, aspect=2.5, color='b',
           sharex=False, sharey=False)
h.set_titles('{col_name}')
Out[80]:
<seaborn.axisgrid.FacetGrid at 0x7f9a696ac1f0>
In [81]:
fig, ax = plt.subplots(figsize=(30,10))
world.plot(ax=ax, alpha=0.5, color='grey', edgecolor='black')
shark_geo.plot(column='Activity', linewidth=.8, edgecolor='black',legend=True,
               legend_kwds={'bbox_to_anchor':(1.5, 1.5),'fontsize':16,'frameon':False}, ax=ax)
plt.title('Shark Attacks by Activities 2010-2020 (White, Tiger, Bull)')
Out[81]:
Text(0.5, 1.0, 'Shark Attacks by Activities 2010-2020 (White, Tiger, Bull)')
In [82]:
import folium
from shapely.geometry import Point
In [83]:
map = folium.Map(location = [15,30], tiles = "Stamen Terrain", zoom_start = 2)
map
Out[83]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [84]:
shark_geo_list = [[point.xy[1][0], point.xy[0][0]] for point in shark_geo.geometry ]

i = 0
for coordinates in shark_geo_list:
    if shark_geo.Species[i] == 'White Shark':
        type_color = 'blue'
    elif shark_geo.Species[i] == 'Tiger Shark':
        type_color = 'orange'
    elif shark_geo.Species[i] == 'Bull Shark':
        type_color = 'red'
    
    map.add_child(folium.Marker(location = coordinates,
                            popup =
                            'Year: ' + str(shark_geo.Year[i]) + '<br>' +
                            'Species: ' + str(shark_geo.Species[i]) + '<br>' +
                            'Fatal: ' + str(shark_geo.Fatal[i]) + '<br>' +
                            'Country: ' + str(shark_geo.Country[i]) + '<br>'
                            'Location: ' + str(shark_geo.Location[i]) + '<br>'
                            'Type: ' + str(shark_geo.Type[i]) + '<br>'
                            
                            'Coordinates: ' + str(shark_geo_list[i]),
                            icon = folium.Icon(color = "%s" % type_color)))
    i = i + 1
In [85]:
map
Out[85]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [86]:
from folium import plugins

map = folium.Map(location = [15,30], tiles='Cartodb dark_matter', zoom_start = 2)

heat_data = [[point.xy[1][0], point.xy[0][0]] for point in shark_geo.geometry ]

heat_data
plugins.HeatMap(heat_data).add_to(map)

map
Out[86]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [87]:
SEED = 100
np.random.seed(SEED)
In [88]:
shark_geo.groupby('Country',axis=0)
shark_geo.set_index('Country',inplace=True)
shark_geo
Out[88]:
Location State Latitude Longitude geometry Activity Fatal Species Type Year
Country
USA Coronado, San Diego County California 32.69 -117.18 POINT (-117.18310 32.68590) Swimming N White Shark Unprovoked 2020.00
NEW ZEALAND Pauanui Beach North Island -37.02 175.87 POINT (175.86770 -37.01610) Surfing N White Shark Unprovoked 2020.00
NEW ZEALAND Stanmore Bay, Auckland North Island -36.63 174.73 POINT (174.72560 -36.62640) Kayak fishing N White Shark Provoked 2020.00
USA Sand Dollar Beach, Santa Cruz County California 35.92 -121.47 POINT (-121.46870 35.92320) Surfing Y White Shark Unprovoked 2020.00
AUSTRALIA Salt Beach near Kingscliff New South Wales -28.28 153.58 POINT (153.58040 -28.27770) Surfing Y White Shark Unprovoked 2020.00
AUSTRALIA Cabarita Beach New South Wales -28.34 153.57 POINT (153.57320 -28.34360) Foil-boarding N White Shark Unprovoked 2020.00
AUSTRALIA Greenmount Beach, Coolangatta Queensland -28.16 153.55 POINT (153.54760 -28.16400) Surfing Y White Shark Unprovoked 2020.00
AUSTRALIA Forster New South Wales -32.18 152.51 POINT (152.51170 -32.18060) Fishing / Filming sharks feeding on whale carcass N White Shark Watercraft 2020.00
AUSTRALIA Shelly Beach, Port Macquarie New South Wales -33.37 151.49 POINT (151.48590 -33.37000) Surfing N White Shark Unprovoked 2020.00
AUSTRALIA Tenth Island Tasmania -40.94 146.98 POINT (146.98490 -40.94230) Sightseeing N White Shark Watercraft 2020.00
USA Bailey Island, Cumberland County Maine 43.74 -69.99 POINT (-69.99410 43.73670) Swimming Y White Shark Unprovoked 2020.00
AUSTRALIA Wilsons Headland New South Wales -29.86 153.27 POINT (153.27150 -29.85930) Surfing Y White Shark Unprovoked 2020.00
AUSTRALIA Stanley Tasmania -40.76 145.30 POINT (145.29600 -40.75970) Fishing N White Shark Unprovoked 2020.00
USA Shelter Cove, Humboldt County California 40.03 -124.07 POINT (-124.07310 40.03040) Kayak fishing N White Shark Unprovoked 2020.00
ST MARTIN Orient Beach Caribbean 18.09 -63.02 POINT (-63.01970 18.08750) Swimming Y Tiger Shark Unprovoked 2020.00
USA Neuse River, Craven County North Carolina 35.13 -76.50 POINT (-76.50380 35.13130) Treading water N Bull Shark Unprovoked 2020.00
USA Cocoa Beach, Brevard County Florida 28.32 -80.61 POINT (-80.60760 28.32000) Surfing N Bull Shark Unprovoked 2020.00
USA Cocoa Beach, Brevard County Florida 28.32 -80.61 POINT (-80.60760 28.32000) Walking N Bull Shark Unprovoked 2018.00
AUSTRALIA Lucinda Queensland -18.53 146.33 POINT (146.33200 -18.53130) Spearfishing N Bull Shark Unprovoked 2020.00
USA Honolua Bay Hawaii 21.01 -156.64 POINT (-156.63850 21.01390) Surfing Y Tiger Shark Unprovoked 2020.00
USA Homestead, Miami-Dade County Florida 25.46 -80.33 POINT (-80.33500 25.46150) Playing N Bull Shark Unprovoked 2020.00
USA Melbourne Beach, Brevard County Florida 28.08 -80.56 POINT (-80.56060 28.07890) Wading N Bull Shark Unprovoked 2020.00
BAHAMAS NoName Cay Abaco Islands 26.75 -77.30 POINT (-77.29650 26.74900) Spearfishing N Bull Shark Unprovoked 2020.00
USA Sombero Key Light, Monroe County Florida 24.63 -81.11 POINT (-81.10920 24.62870) Snorkeling N Bull Shark Unprovoked 2020.00
USA Wailea Maui 20.68 -156.44 POINT (-156.44300 20.68280) Stand-Up Paddle boarding N Tiger Shark Unprovoked 2020.00
USA Davidsons Beach, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) Surfing N Tiger Shark Unprovoked 2020.00
NEW CALEDONIA Plateau de Ricaudy, Nouméa South Province -22.31 166.46 POINT (166.45570 -22.31380) Windsurfing Y Tiger Shark Unprovoked 2020.00
AUSTRALIA Cable Beach Western Australia -17.93 122.21 POINT (122.20960 -17.93200) Body boarding Y Tiger Shark Unprovoked 2020.00
NEW CALEDONIA St. Vincent Bay South Province -21.96 166.12 POINT (166.12040 -21.96500) Snorkeling N Tiger Shark Unprovoked 2020.00
USA Key Biscayne Florida 25.69 -80.16 POINT (-80.16280 25.69370) Spearfishing N Bull Shark Unprovoked 2019.00
USA Sandspit Beach, Montaña de Oro State Park California 35.30 -120.88 POINT (-120.87500 35.30330) Surfing N White Shark Unprovoked 2019.00
AUSTRALIA Lighthouse Beach New South Wales -31.48 152.93 POINT (152.92980 -31.47890) Surfing N White Shark Unprovoked 2019.00
USA Ship Rock near Catalina, Los Angeles County California 33.46 -118.49 POINT (-118.49170 33.46250) Kayaking N White Shark Watercraft 2019.00
USA North Salmon Creek Beach, Sonoma County California 38.36 -123.07 POINT (-123.06820 38.35920) Surfing N White Shark Unprovoked 2019.00
NEW ZEALAND Pitt Island or Chatham Island Chatham Islands -44.29 -176.23 POINT (-176.22600 -44.28990) Scuba diving N White Shark Unprovoked 2019.00
USA Cove Park, Kihei, Maui Hawaii 20.73 -156.45 POINT (-156.44990 20.72730) Stand-Up Paddleboarding N Tiger Shark Unprovoked 2019.00
USA Anaehoomalu Bay, Hawaii Hawaii 19.55 -155.53 POINT (-155.53350 19.54580) Kayaking N Tiger Shark Unprovoked 2019.00
FIJI Beqa Oceania -18.38 178.12 POINT (178.11940 -18.38280) Scuba diving N Tiger Shark Unprovoked 2019.00
AUSTRALIA Off Airlie Beach, Whitsundays Queensland -20.27 148.72 POINT (148.71560 -20.26780) Snorkeling N Tiger Shark Unprovoked 2019.00
AUSTRALIA Shellharbour New South Wales -34.58 150.87 POINT (150.86670 -34.58330) Fishing N White Shark Provoked 2019.00
SOUTH AFRICA East London Eastern Cape Province -33.03 27.85 POINT (27.85460 -33.02920) Kayaking fishing N White Shark Watercraft 2019.00
REUNION ISLAND L’Hermitage Lagoon Saint-Gilles -21.08 55.22 POINT (55.22230 -21.07950) Snorkeling Y Tiger Shark Questionable 2019.00
USA Wilmington River, Chatham County Georgia 31.96 -81.00 POINT (-81.00440 31.95520) Swimming N Bull Shark Unprovoked 2019.00
AUSTRALIA Samurai Beach New South Wales -32.77 152.12 POINT (152.12420 -32.76780) Body Surfing N Bull Shark Unprovoked 2018.00
MALDIVES Madoogali Alifu Alifu Atoll 4.10 72.75 POINT (72.75290 4.09600) Fishing N Tiger Shark Unprovoked 2018.00
EGYPT Marsa Alam Red Sea 25.07 34.88 POINT (34.87900 25.06760) Snorkeling Y Tiger Shark Unprovoked 2018.00
AUSTRALIA Surf Beach, Kiama New South Wales -34.68 150.85 POINT (150.85420 -34.67690) Walking N Bull Shark Unprovoked 2018.00
AUSTRALIA Martin Islet New South Wales -34.49 150.94 POINT (150.93780 -34.49430) Free diving N White Shark Unprovoked 2018.00
AUSTRALIA Little Congwong Beach, La Perouse New South Wales -33.99 151.24 POINT (151.23840 -33.99160) Swimming N White Shark Unprovoked 2018.00
AUSTRALIA Cone Bay Western Australia -16.47 123.54 POINT (123.53530 -16.46830) Spearfishing N Bull Shark Unprovoked 2018.00
NEW CALEDONIA Nouvelle Oceania -20.90 165.62 POINT (165.61800 -20.90430) Spearfishing N Bull Shark Unprovoked 2018.00
BAHAMAS Bimini Bahamas 25.73 -79.25 POINT (-79.25000 25.73330) Swimming N Bull Shark Unprovoked 2018.00
THAILAND Sai Noi Beach Hua Hin 12.57 99.96 POINT (99.95770 12.56840) Swimming N Bull Shark Unprovoked 2018.00
MEXICO La Ticla Colima 18.45 -103.55 POINT (-103.55410 18.45440) Free diving N Tiger Shark Provoked 2018.00
USA Newcomb Hollow Beach, Wellfleet, Barnstable Co... Massachusetts 41.96 -70.00 POINT (-69.99650 41.96320) Boogie boarding Y White Shark Unprovoked 2018.00
AUSTRALIA South Point, Gracetown Western Australia -33.86 114.98 POINT (114.97680 -33.86450) Surfing N White Shark Unprovoked 2018.00
USA Longnook Beach, Truro, Barnstable County Massachusetts 42.02 -70.04 POINT (-70.03700 42.02090) Swimming N White Shark Unprovoked 2018.00
BAHAMAS Nirvana Beach New Providence 25.06 -77.49 POINT (-77.48840 25.06370) Surfing N Tiger Shark Unprovoked 2018.00
USA Beacons Beach, San Diego County California 33.07 -117.30 POINT (-117.30470 33.06520) Diving N White Shark Unprovoked 2018.00
AUSTRALIA Moffat Beach Queensland -26.80 153.13 POINT (153.13330 -26.80000) Kayaking N Tiger Shark Watercraft 2018.00
BRAZIL Piedade Beach, Recife Pernambuco -8.17 -34.92 POINT (-34.91550 -8.17210) Swimming Y Tiger Shark Unprovoked 2018.00
NEW ZEALAND Baylys Beach North Island -35.95 173.75 POINT (173.74690 -35.95170) Surfing N White Shark Unprovoked 2018.00
COSTA RICA Manuelita Cocos Island 5.56 -87.05 POINT (-87.04770 5.56130) Scuba diving N Tiger Shark Unprovoked 2018.00
USA Pounders Beach, Oahu Hawaii 21.66 -157.92 POINT (-157.92040 21.66327) Stand-Up Paddleboarding N Tiger Shark Unprovoked 2018.00
USA Oceanside, San Diego County California 33.20 -117.38 POINT (-117.37950 33.19590) Paddling N White Shark Watercraft 2018.00
USA Kukio Beach Hawaii 19.82 -156.00 POINT (-156.00080 19.82310) Stand-Up Paddleboarding N Tiger Shark Unprovoked 2018.00
MEXICO Southeast of Puerto Peñasco Sonora 31.32 -113.54 POINT (-113.53800 31.31720) Diving Y Tiger Shark Unprovoked 2018.00
SOUTH AFRICA St. Francis Bay Eastern Cape Province -34.16 24.82 POINT (24.82410 -34.16050) Surfing N White Shark Unprovoked 2018.00
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07600) Surf-skiing N White Shark Unprovoked 2018.00
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07600) Surf-skiing N White Shark Unprovoked 2016.00
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07580) Surf-skiing N White Shark Unprovoked 2018.00
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07580) Surf-skiing N White Shark Unprovoked 2016.00
SOUTH AFRICA Tinley Manor KwaZulu-Natal -29.45 31.28 POINT (31.28330 -29.45000) Fishing N White Shark Unprovoked 2018.00
USA Humboldt County California 40.74 -124.08 POINT (-124.07840 40.74500) Fishing N White Shark Watercraft 2018.00
AUSTRALIA Point Casuarina, Bunbury Western Australia -33.32 115.63 POINT (115.63330 -33.31660) Body boarding N White Shark Unprovoked 2017.00
BAHAMAS Athol Island New Providence 25.08 -77.27 POINT (-77.27180 25.07830) Snorkeling N Tiger Shark Unprovoked 2017.00
MEXICO Sánchez Magallanes, Cárdenas Tabasco 18.30 -93.86 POINT (-93.86170 18.29530) Fishing N Tiger Shark Provoked 2017.00
USA Davidsons Beach, Kekaha, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) Surfing N Tiger Shark Unprovoked 2017.00
CUBA Guardalavaca Beach Holquin Province 21.12 -75.84 POINT (-75.83870 21.12210) Night bathing Y Tiger Shark Unprovoked 2017.00
AUSTRALIA Cathedral Rock Victoria -37.47 144.79 POINT (144.78520 -37.47130) Surfing N White Shark Unprovoked 2017.00
USA Between Pescadero Point & Bean Hollow Beach, S... California 37.24 -122.42 POINT (-122.41780 37.23960) Fishing N White Shark Watercraft 2017.00
USA South Beach, Westport, Grays Harbor County Washington 46.89 -124.13 POINT (-124.13120 46.89380) Surfing N White Shark Unprovoked 2017.00
SOUTH AFRICA Nahoon Reef, East London Eastern Cape Province -33.00 27.95 POINT (27.95140 -32.99580) Surfing N White Shark Unprovoked 2017.00
USA Seal Rock, Goleta Beach, Santa Barbara California 34.90 -120.67 POINT (-120.67320 34.89970) SUP N White Shark Unprovoked 2017.00
USA Monterey Bay California 36.80 -121.95 POINT (-121.94730 36.80070) Kayaking N White Shark Watercraft 2017.00
AUSTRALIA Kelpies near Wylie Bay Western Australia -33.83 122.00 POINT (121.99710 -33.83250) Surfing Y White Shark Unprovoked 2017.00
USA Santa Cruz, Santa Cruz County California 36.97 -122.03 POINT (-122.03080 36.97410) Kayaking N White Shark Watercraft 2017.00
USA Kekaha Beach, Kauai Hawaii 21.97 -159.73 POINT (-159.73040 21.97170) Surfing N Tiger Shark Unprovoked 2017.00
USA Marconi Beach, Wellfleet, Barnstable County Massachusetts 41.89 -69.96 POINT (-69.96110 41.89180) SUP N White Shark Unprovoked 2017.00
SOUTH AFRICA Eastmoor Crescent Beach KwaZulu-Natal -29.88 31.05 POINT (31.04990 -29.88330) Fishing N Tiger Shark Watercraft 2017.00
USA Hultins Beach, Oahu Hawaii 21.44 -158.00 POINT (-158.00010 21.43890) Surfing N Tiger Shark Unprovoked 2017.00
USA Haulover Beach, Miami-Dade County Florida 25.91 -80.12 POINT (-80.12350 25.91140) Swimming N Bull Shark Unprovoked 2017.00
USA Stillwater Cove, Monterey County California 36.56 -121.94 POINT (-121.94230 36.56390) Spearfishing N White Shark Unprovoked 2017.00
AUSTRALIA Normanville South Australia -35.45 138.32 POINT (138.32160 -35.44640) Kayaking / Fishing N White Shark Unprovoked 2017.00
AUSTRALIA Iluka Beach New South Wales -29.41 153.36 POINT (153.36470 -29.41200) Surfing N White Shark Unprovoked 2017.00
USA Off Jupiter Florida 26.93 -80.09 POINT (-80.09420 26.93420) Feeding sharks N Tiger Shark Unprovoked 2017.00
USA Stearns Wharf, Santa Barbara California 34.41 -119.69 POINT (-119.68560 34.41000) Kayaking N White Shark Watercraft 2017.00
AUSTRALIA Gracetown Western Australia -33.86 114.99 POINT (114.98820 -33.86420) Surfing N White Shark Unprovoked 2017.00
INDONESIA Balian Beach Bali -8.50 114.97 POINT (114.96560 -8.50310) Surfing N Bull Shark Unprovoked 2017.00
AUSTRALIA Mauds Point Western Australia -23.12 113.76 POINT (113.76150 -23.12060) Snorkeling N Bull Shark Unprovoked 2017.00
USA Destin, Okaloosa County Florida 30.39 -86.50 POINT (-86.49580 30.39350) Swimming N Bull Shark Unprovoked 2017.00
USA Burkes Beach, Hilton Head, Beaufort County South Carolina 32.19 -80.70 POINT (-80.69770 32.19410) Swimming N Bull Shark Unprovoked 2017.00
AUSTRALIA Boot Reef, Torres Strait Queensland -10.00 144.67 POINT (144.66670 -10.00000) Scuba Diving N Bull Shark Unprovoked 2017.00
USA Maui Hawaii 20.80 -156.33 POINT (-156.33190 20.79840) SUP Foil boarding N Tiger Shark Unprovoked 2016.00
USA Capitola, Santa Cruz County California 36.98 -121.95 POINT (-121.95330 36.97520) Fishing N White Shark Watercraft 2016.00
AUSTRALIA Falcon Beach, Mandurah Western Australia -32.58 115.65 POINT (115.65240 -32.58010) Surfing Y White Shark Unprovoked 2016.00
USA Off Palos Verdes peninsula, Los Angeles County California 33.77 -118.35 POINT (-118.34920 33.76840) Fishing N White Shark Watercraft 2016.00
USA Refugio State Beach, Santa Barbara County California 34.46 -120.07 POINT (-120.07010 34.46320) Spearfishing N White Shark Unprovoked 2016.00
USA Surfside, Orange County California 33.73 -118.08 POINT (-118.08190 33.72710) Kite surfing N White Shark Unprovoked 2016.00
AUSTRALIA Near Albany Western Australia -35.03 117.88 POINT (117.88370 -35.02690) Free diving N White Shark Watercraft 2016.00
AUSTRALIA Lighthouse Beach, Ballina New South Wales -28.87 153.59 POINT (153.58990 -28.87260) Surfing N White Shark Unprovoked 2016.00
SOUTH AFRICA Ryspunt Western Cape Province -34.36 20.19 POINT (20.19450 -34.36330) Spearfishing N White Shark Unprovoked 2016.00
USA Makaha, Oahu Hawaii 21.46 -158.22 POINT (-158.22060 21.46340) Swimming N Tiger Shark Unprovoked 2016.00
USA Off Singer Island, Palm Beach County Florida 26.79 -80.04 POINT (-80.03750 26.78510) Spearfishing N Bull Shark Unprovoked 2016.00
INDONESIA Balian Bali -8.50 114.97 POINT (114.96560 -8.50310) Surfing N Bull Shark Unprovoked 2016.00
INDONESIA Balian Bali -8.50 114.97 POINT (114.96560 -8.50310) Surfing N Bull Shark Unprovoked 2011.00
INDONESIA Balian Bali -8.34 115.09 POINT (115.09200 -8.34050) Surfing N Bull Shark Unprovoked 2016.00
INDONESIA Balian Bali -8.34 115.09 POINT (115.09200 -8.34050) Surfing N Bull Shark Unprovoked 2011.00
USA Kamaole Beach Park I, Maui Hawaii 20.72 -156.45 POINT (-156.44790 20.72220) Floating N Tiger Shark Unprovoked 2016.00
USA 8 miles off Mobile Alabama 30.70 -88.04 POINT (-88.03990 30.69540) Fishing N Tiger Shark Watercraft 2016.00
NEW CALEDONIA Poe Beach Grand Terre -21.61 165.40 POINT (165.40100 -21.61210) Walking Y Tiger Shark Unprovoked 2016.00
BAHAMAS Green Turtle Cay Abaco Islands 26.77 -77.33 POINT (-77.32960 26.77470) Spearfishing N Bull Shark Unprovoked 2016.00
REUNION Boucan Canot Saint-Paul -21.03 55.23 POINT (55.22730 -21.03160) Surfing N Bull Shark Unprovoked 2016.00
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing N Bull Shark Unprovoked 2016.00
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing N Bull Shark Unprovoked 2013.00
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing N Bull Shark Unprovoked 2016.00
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) Surfing N Bull Shark Unprovoked 2013.00
USA St. Petersburg, Pinellas County Florida 27.77 -82.64 POINT (-82.64030 27.76760) Swimming N Bull Shark Unprovoked 2016.00
USA Off Surfside Texas 28.95 -95.29 POINT (-95.28750 28.95170) Spearfishing N Bull Shark Unprovoked 2016.00
SOUTH AFRICA Keurbooms Lagoon, Plettenberg Bay Western Cape Province -34.04 23.38 POINT (23.37820 -34.03800) Surf skiing N White Shark Unprovoked 2016.00
AUSTRALIA Booti Booti National Park New South Wales -32.31 152.52 POINT (152.51790 -32.31270) Surfing N White Shark Unprovoked 2016.00
MEXICO Guadalupe Island Baja California 29.05 -118.28 POINT (-118.27610 29.05250) Cage Diving N White Shark Invalid 2016.00
USA Wailea Beach, Maui Hawaii 20.68 -156.44 POINT (-156.44300 20.68280) Paddle boarding N Tiger Shark Unprovoked 2016.00
SOUTH AFRICA Stil Bay Western Cape Province -34.36 21.43 POINT (21.43360 -34.36420) Surfing N White Shark Unprovoked 2015.00
BRAZIL Fernano de Noronha Pernambuco -3.86 -32.43 POINT (-32.42970 -3.85760) Scuba diving N Tiger Shark Unprovoked 2015.00
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing N Bull Shark Unprovoked 2015.00
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing N Bull Shark Unprovoked 2012.00
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing N Bull Shark Unprovoked 2015.00
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) Surfing N Bull Shark Unprovoked 2012.00
AUSTRALIA Nerang River, Surfers Paradise Queensland -28.00 153.43 POINT (153.42960 -28.00070) Rowing N Bull Shark Watercraft 2015.00
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Body boarding N White Shark Unprovoked 2015.00
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Surfing N Bull Shark Unprovoked 2015.00
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Body boarding N White Shark Unprovoked 2015.00
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) Surfing N Bull Shark Unprovoked 2015.00
BAHAMAS Off Andros Island Bahamas 24.71 -78.02 POINT (-78.01950 24.70640) Lobster fishing N Bull Shark Unprovoked 2015.00
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading N Bull Shark Unprovoked 2015.00
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading N Bull Shark Unprovoked 2015.00
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading N Bull Shark Unprovoked 2015.00
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) Wading N Bull Shark Unprovoked 2015.00
USA Lori Wilson Park, Cocoa Beach, Brevard County Florida 28.34 -80.61 POINT (-80.60950 28.33710) Playing N Bull Shark Unprovoked 2015.00
REUNION Folette Le Port -20.94 55.30 POINT (55.30330 -20.94440) Surfing N Bull Shark Unprovoked 2015.00
NEW CALEDONIA Kouare Oceania -20.90 165.62 POINT (165.61800 -20.90430) Snorkeling Y Bull Shark Unprovoked 2015.00
USA Hapuna Beach Hawaii 19.99 -155.83 POINT (-155.82570 19.99230) Standing / Snorkeling N Tiger Shark Unprovoked 2015.00
REUNION Cap Homard Saint-Gilles-les-Bains -21.04 55.22 POINT (55.21710 -21.03680) Surfing Y Bull Shark Unprovoked 2015.00
USA 3 miles off Jupiter, Palm Beach County Florida 26.93 -80.09 POINT (-80.09420 26.93420) Spearfishing N Bull Shark Unprovoked 2015.00
SOUTH AFRICA Westbrook Beach KwaZulu-Natal -29.59 31.17 POINT (31.17130 -29.59120) Fishing N White Shark Watercraft 2015.00
USA Morro Strand State Beach, San Luis Obispo County California 35.39 -120.87 POINT (-120.86640 35.39180) Surfing N White Shark Unprovoked 2015.00
REUNION Ravine Mula d’Étang-Salé -21.25 55.37 POINT (55.36970 -21.24980) Swimming Y Tiger Shark Unprovoked 2015.00
FIJI Fiji Oceania -17.71 178.06 POINT (178.06500 -17.71340) Spearfishing N Tiger Shark Unprovoked 2015.00
USA Rodanthe, Dare County North Carolina 35.60 -75.47 POINT (-75.46560 35.60040) Swimming N Bull Shark Unprovoked 2015.00
USA Leftovers, Oahu Hawaii 21.44 -158.00 POINT (-158.00010 21.43890) Surfing N Tiger Shark Unprovoked 2015.00
USA Lanikai Beach, Kailua, Oahu Hawaii 21.39 -157.72 POINT (-157.71510 21.39250) Swimming N Tiger Shark Unprovoked 2015.00
AUSTRALIA Hallidays Point New South Wales -32.07 152.51 POINT (152.51500 -32.06840) Surf-skiing N White Shark Unprovoked 2015.00
USA Upolu Point, North Kohala, Big Island Hawaii 20.27 -155.85 POINT (-155.85450 20.26900) Spearfishing N Tiger Shark Unprovoked 2015.00
AUSTRALIA Lake Macquarie New South Wales -33.03 151.56 POINT (151.56030 -33.03110) Fishing N White Shark Watercraft 2015.00
USA El Pescador Beach, Los Angeles County California 34.04 -118.89 POINT (-118.89210 34.04040) Stand-Up Paddleboarding N White Shark Unprovoked 2015.00
AUSTRALIA Denmark Western Australia -34.96 117.35 POINT (117.35070 -34.96180) Surfing N White Shark Invalid 2015.00
USA Horseshoe Rock, Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak fishing N White Shark Watercraft 2015.00
AUSTRALIA Saltwater Beach New South Wales -32.01 152.56 POINT (152.56290 -32.01080) Surfing N White Shark Unprovoked 2015.00
SOUTH AFRICA Lookout Beach, Plettenberg Bay Western Cape Province -34.05 23.38 POINT (23.37760 -34.05060) Surfing N White Shark Unprovoked 2015.00
SOUTH AFRICA Buffels Bay near Knysna Western Cape Province -34.08 22.97 POINT (22.97310 -34.08330) Body Boarding N White Shark Unprovoked 2015.00
AUSTRALIA Belongil Beach, Byron Bay New South Wales -28.63 153.60 POINT (153.60030 -28.63370) Surf skiing N White Shark Unprovoked 2015.00
SOUTH AFRICA Yellow Sands Point Eastern Cape Province -32.91 28.08 POINT (28.07980 -32.90970) Kayak Fishing N White Shark Watercraft 2015.00
ATLANTIC OCEAN Atlantic Ocean Atlantic Ocean 14.26 -43.45 POINT (-43.44982 14.25760) Transatlantic Rowing N White Shark Watercraft 2015.00
USA Off Panama City Florida 30.16 -85.66 POINT (-85.66020 30.15880) Fishing N White Shark Watercraft 2015.00
AUSTRALIA Fishery Bay South Australia -34.91 135.69 POINT (135.68610 -34.91420) Surfing N White Shark Unprovoked 2015.00
AUSTRALIA Lennox Head New South Wales -28.80 153.58 POINT (153.58330 -28.80000) Surfing N White Shark Unprovoked 2015.00
USA Huntington Beach, Orange County California 33.66 -118.00 POINT (-117.99880 33.65950) Surfing N White Shark Unprovoked 2015.00
SOUTH AFRICA Jeffreys Bay Eastern Cape Province -34.05 24.91 POINT (24.91020 -34.05070) Surfing N White Shark Unprovoked 2015.00
AUSTRALIA Lachan Island, Mercury Passage Tasmania -42.38 147.58 POINT (147.58120 -42.38240) Scallop diving on hookah Y White Shark Unprovoked 2015.00
AUSTRALIA Evans Head New South Wales -29.11 153.42 POINT (153.42170 -29.10860) Surfing N White Shark Unprovoked 2015.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak Fishing N White Shark Watercraft 2015.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking N White Shark Watercraft 2014.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking N White Shark Watercraft 2014.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak Fishing N White Shark Watercraft 2015.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking N White Shark Watercraft 2014.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking N White Shark Watercraft 2014.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayak Fishing N White Shark Watercraft 2015.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking N White Shark Watercraft 2014.00
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) Kayaking N White Shark Watercraft 2014.00
USA Morro Bay, San Luis Obispo County California 35.37 -120.85 POINT (-120.85000 35.36590) Surfing N White Shark Unprovoked 2015.00
SOUTH AFRICA Muizenberg Western Cape Province -34.09 18.50 POINT (18.49590 -34.08990) Surfing N White Shark Unprovoked 2014.00
USA Katrina Cut, Dauphin Island, Mobile County Alabama 30.26 -88.08 POINT (-88.08490 30.25550) Fishing N Bull Shark Unprovoked 2014.00
SOUTH AFRICA South Africa South Africa -30.56 22.94 POINT (22.93750 -30.55950) Shark watching N White Shark Watercraft 2014.00
AUSTRALIA Elliston, Eyre Peninsula South Australia -33.65 134.89 POINT (134.88860 -33.64520) Surfing N White Shark Unprovoked 2014.00
USA Manhattan Beach, Los Angeles County California 33.88 -118.41 POINT (-118.41090 33.88470) Swimming N White Shark Provoked 2014.00
AUSTRALIA Fremantle Western Australia -32.05 115.76 POINT (115.75800 -32.05340) Fishing N White Shark Watercraft 2014.00
USA Manomet Point, Plymouth, Plymouth County Massachusetts 41.92 -70.56 POINT (-70.56210 41.91610) Kayaking N White Shark Watercraft 2014.00
AUSTRALIA Kelpids Beach, Wylie Bay, Esperance Western Australia -33.83 122.00 POINT (121.99710 -33.83250) Surfing N White Shark Unprovoked 2014.00
USA Hilton Head Island, Beaufort County South Carolina 32.22 -80.75 POINT (-80.75260 32.21630) Standing in inner tube N Bull Shark Unprovoked 2014.00
NEW ZEALAND Stewart Island Southland -47.00 167.84 POINT (167.84000 -47.00000) Filming a documentary N White Shark Watercraft 2014.00
USA Lake Ponchartain off Southshore Harbor, New Or... Louisiana 30.04 -90.02 POINT (-90.01560 30.03810) Swimming N Bull Shark Unprovoked 2014.00
USA Montaña de Oro State Park, San Luis Obispo Cou... California 35.27 -120.89 POINT (-120.88680 35.27230) Surfing N White Shark Unprovoked 2014.00
AUSTRALIA Tathra New South Wales -36.74 149.97 POINT (149.96740 -36.73600) Swimming Y White Shark Unprovoked 2014.00
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Stand-Up Paddleboarding N Tiger Shark Unprovoked 2014.00
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Snorkeling N Tiger Shark Unprovoked 2012.00
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Stand-Up Paddleboarding N Tiger Shark Unprovoked 2014.00
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) Snorkeling N Tiger Shark Unprovoked 2012.00
USA Apalachicola Bay Florida 26.67 -85.00 POINT (-85.00260 26.67180) Fishing for sharks N Bull Shark Provoked 2014.00
USA North Kohala, Hawaii County Hawaii 19.54 -155.67 POINT (-155.66590 19.54290) Surfing N Tiger Shark Unprovoked 2014.00
AUSTRALIA Rudder Reef Queensland -16.19 145.70 POINT (145.69900 -16.19420) Spearfishing Y Tiger Shark Unprovoked 2014.00
USA Franklin Point, San Mateo County California 37.15 -122.36 POINT (-122.36050 37.14970) Boat attack N White Shark Watercraft 2014.00
AUSTRALIA Three Stripes near Cheynes Beach Western Australia -34.87 118.40 POINT (118.39630 -34.87410) Spearfishing Y White Shark Unprovoked 2014.00
AUSTRALIA Nerang River near Chevron Island Queensland -28.00 153.42 POINT (153.41980 -27.99730) Fell into the water N Bull Shark Unprovoked 2014.00
USA Fort Lauderdale Florida 26.12 -80.14 POINT (-80.13730 26.12240) Swimming N Bull Shark Unprovoked 2014.00
BAHAMAS Grand Bahamas Bahamas 26.66 -78.52 POINT (-78.52070 26.65940) Spearfishing N Bull Shark Unprovoked 2014.00
USA 3 to 4 miles west of Indian Pass, Gulf County Florida 29.69 -85.26 POINT (-85.26440 29.69050) Standing N Bull Shark Unprovoked 2014.00
SOUTH AFRICA Die Platt Western Cape Province -33.23 21.86 POINT (21.85690 -33.22780) Surfing N White Shark Unprovoked 2013.00
USA Pila'a Beach, Kauai Hawaii 22.21 -159.37 POINT (-159.36870 22.21020) Surfing N Tiger Shark Unprovoked 2013.00
USA Pila'a Beach, Kauai Hawaii 22.21 -159.37 POINT (-159.36870 22.21020) Surfing N Tiger Shark Unprovoked 2013.00
USA Kanaha Beach, Maui Hawaii 20.90 -156.44 POINT (-156.44060 20.89970) Kiteboarding N Tiger Shark Unprovoked 2013.00
AUSTRALIA Riecks Point, Campbells Beach New South Wales -30.24 153.15 POINT (153.15220 -30.23790) Body boarding Y Tiger Shark Unprovoked 2013.00
USA Ninole Bay, Hawaii County Hawaii 19.13 -155.51 POINT (-155.50940 19.12830) Boogie boarding N Tiger Shark Unprovoked 2013.00
MEXICO Seagull Beach, Cancun Quintana Roo 21.16 -86.85 POINT (-86.85150 21.16190) Swimming N Tiger Shark Unprovoked 2013.00
NEW ZEALAND Muriwai North Island -36.82 174.43 POINT (174.43390 -36.82460) Swimming Y White Shark Unprovoked 2013.00
USA Pillar Point, Half-Moon Bay, San Mateo County California 37.50 -122.48 POINT (-122.48260 37.50430) Surfing N White Shark Unprovoked 2013.00
AUSTRALIA Off Poison Creek, Cape Arid Western Australia -33.90 123.35 POINT (123.35130 -33.90360) Diving for Abalone N White Shark Unprovoked 2013.00
SOUTH AFRICA Albatros Point, near Jeffreys Bay Eastern Cape Province -34.05 24.91 POINT (24.91020 -34.05070) Swimming / snorkeling Y White Shark Unprovoked 2013.00
AUSTRALIA Cape Nelson Victoria -38.36 141.61 POINT (141.60510 -38.35960) Fishing N White Shark Watercraft 2013.00
USA Bunkers, Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24 POINT (-124.24260 40.71950) Surfing N White Shark Unprovoked 2013.00
USA Kiholo Bay Hawaii 19.86 -155.92 POINT (-155.92170 19.85640) Surfing N Tiger Shark Unprovoked 2013.00
REUNION Brisant Beach Saint-Gilles -21.05 55.23 POINT (55.22870 -21.05390) Body boarding Y Bull Shark Unprovoked 2013.00
USA White Plains Beach, Oahu Hawaii 21.30 -158.05 POINT (-158.04520 21.30350) Surfing N Tiger Shark Unprovoked 2013.00
USA Casino Beach, Pensacola, Escambia County Florida 30.33 -87.14 POINT (-87.14180 30.33040) Swimming N Bull Shark Unprovoked 2013.00
USA Folly Beach South Carolina 32.66 -79.94 POINT (-79.94040 32.65520) Surfing N Bull Shark Unprovoked 2013.00
USA Jacksonville, Duval County Florida 30.33 -81.66 POINT (-81.65570 30.33220) Swimming N Bull Shark Unprovoked 2013.00
USA Sanibel Island, Lee County Florida 26.44 -82.11 POINT (-82.11150 26.44340) Fishing N Bull Shark Unprovoked 2013.00
USA Gleneden Beach, Lincoln County Oregon 44.88 -124.03 POINT (-124.03460 44.88140) Surfing N White Shark Unprovoked 2013.00
USA Makena, Maui Hawaii 20.63 -156.44 POINT (-156.44480 20.63160) Snorkeling Y Tiger Shark Unprovoked 2013.00
JAMAICA Pillikin Red Light area St. Catherine 18.11 -77.30 POINT (-77.29750 18.10960) Spearfishing Y Tiger Shark Unprovoked 2013.00
USA Kona Coast State Park Hawaii 19.77 -156.02 POINT (-156.02180 19.77040) Swimming N Tiger Shark Unprovoked 2013.00
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Diving N Tiger Shark Unprovoked 2012.00
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Swimming N Tiger Shark Unprovoked 2012.00
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Diving N Tiger Shark Unprovoked 2012.00
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) Swimming N Tiger Shark Unprovoked 2012.00
MEXICO Boca de la Leña, La Unión Guerrero 17.97 -101.99 POINT (-101.98960 17.97330) Free diving / spearfishing N Bull Shark Unprovoked 2012.00
AUSTRALIA Coral Bay Western Australia -23.14 113.77 POINT (113.77230 -23.14230) Snorkeling N Tiger Shark Unprovoked 2012.00
BAHAMAS Cat Island Bahamas 24.21 -75.36 POINT (-75.36450 24.21330) Diving, photographing sharks N Tiger Shark Unprovoked 2012.00
USA Spreckelsville, Maui Hawaii 20.91 -156.41 POINT (-156.40520 20.91070) Spearfishing N Tiger Shark Provoked 2012.00
USA Off Catalina Island California 33.39 -118.42 POINT (-118.41630 33.38790) Paddle boarding N White Shark Unprovoked 2012.00
USA Davidsons Surf Break, Kekaha, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) Surfing N Tiger Shark Unprovoked 2012.00
AUSTRALIA Nobbys Beach Queensland -32.92 151.79 POINT (151.79280 -32.92380) Surfing N Bull Shark Unprovoked 2012.00
AUSTRALIA Trigg Beach Western Australia -31.88 115.75 POINT (115.75180 -31.87790) Surfing N Tiger Shark Unprovoked 2012.00
TONGA Eueiki Island Vava'u -18.77 -174.02 POINT (-174.01870 -18.76640) Swimming N Bull Shark Unprovoked 2012.00
USA Jensen Beach, Martin County Florida 27.25 -80.23 POINT (-80.22980 27.25450) Surfing N Bull Shark Unprovoked 2012.00
SOUTH AFRICA Caves near Kogel Bay Western Cape Province -34.23 18.85 POINT (18.84870 -34.23420) Body boarding Y White Shark Unprovoked 2012.00
AUSTRALIA Dolphin Bay, Innes National Park South Australia -35.19 136.87 POINT (136.86670 -35.19450) Kayaking N White Shark Watercraft 2012.00
AUSTRALIA Off Wedge Island Western Australia -30.83 115.19 POINT (115.18800 -30.82780) Surfing Y White Shark Unprovoked 2012.00
AUSTRALIA Stratham Beach Western Australia -33.45 115.58 POINT (115.57630 -33.45190) Scuba diving Y White Shark Unprovoked 2012.00
AUSTRALIA Kylies Beach, Diamond Head New South Wales -31.81 152.74 POINT (152.73500 -31.81440) Paddle boarding N Bull Shark Unprovoked 2012.00
USA Leftovers near Chuns Reef, Oahu Hawaii 21.63 -158.08 POINT (-158.08390 21.62690) Surfing N Tiger Shark Unprovoked 2012.00
USA Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24 POINT (-124.24260 40.71950) Surfing N White Shark Unprovoked 2012.00
USA Surf Beach, Lompoc, Santa Barbara County California 34.68 -120.61 POINT (-120.60640 34.68310) Surfing Y White Shark Unprovoked 2012.00
USA Iroquiois Point, Oahu Hawaii 21.33 -157.98 POINT (-157.98030 21.32750) Kayak Fishing N Tiger Shark Watercraft 2012.00
AUSTRALIA Redhead Beach, Newcastle New South Wales -33.02 151.71 POINT (151.70920 -33.02050) Surf skiing N White Shark Unprovoked 2012.00
USA Lincoln City, Lincoln County Oregon 44.96 -124.02 POINT (-124.01790 44.95820) Surfing N White Shark Unprovoked 2012.00
AUSTRALIA Redhead Beach New South Wales -33.02 151.71 POINT (151.70920 -33.02050) Surfing N White Shark Unprovoked 2012.00
AUSTRALIA Kalbarri Western Australia -27.71 114.16 POINT (114.16460 -27.71040) Crayfishing N White Shark Watercraft 2012.00
SOUTH AFRICA Strandfontein Western Cape Province -34.08 18.57 POINT (18.57300 -34.07790) Fishing N White Shark Watercraft 2012.00
USA Leffingwell Landing, Cambria, San Luis Obispo... California 35.58 -121.12 POINT (-121.12140 35.58390) Kayaking / Fishing N White Shark Watercraft 2012.00
SOUTH AFRICA Cintza Beach, East London Eastern Cape Province -32.83 28.12 POINT (28.11890 -32.82870) Surfing N White Shark Unprovoked 2011.00
USA Pigeon Point California 37.18 -122.39 POINT (-122.39280 37.18290) Kayaking N White Shark Watercraft 2011.00
PAPUA NEW GUINEA Hula, near Port Moresby Central Province -9.44 147.18 POINT (147.18030 -9.44380) Kite Surfing N Tiger Shark Unprovoked 2011.00
AUSTRALIA Busselton Western Australia -33.65 115.35 POINT (115.34550 -33.65320) Fishing N White Shark Watercraft 2011.00
AUSTRALIA Off Perforated Island near Coffin Bay South Australia -34.73 135.16 POINT (135.15820 -34.72680) Diving for abalone Y White Shark Unprovoked 2011.00
SOUTH AFRICA Clovely Beach Western Cape Province -33.91 151.27 POINT (151.26630 -33.91350) Swimming N White Shark Unprovoked 2011.00
SOUTH AFRICA Lookout Beach, near the Keurbooms river mouth ... Western Cape Province -34.05 23.38 POINT (23.37760 -34.05060) Surfing Y White Shark Unprovoked 2011.00
USA Newport, Lincoln County Oregon 44.64 -124.05 POINT (-124.05350 44.63680) Surfing N White Shark Unprovoked 2011.00
AUSTRALIA Rottnest Island Western Australia -32.01 115.51 POINT (115.50730 -32.00640) Diving Y White Shark Unprovoked 2011.00
USA Marina State Beach, Monterey County California 36.69 -121.81 POINT (-121.80930 36.69280) Surfing N White Shark Unprovoked 2011.00
USA Lyman Beach, Kailua-Kona Hawaii 19.64 -156.00 POINT (-155.99690 19.63990) Surfing N Tiger Shark Unprovoked 2011.00
USA Lyman Beach, Kailua-Kona Hawaii 19.64 -156.00 POINT (-155.99690 19.63990) Paddle boarding N Tiger Shark Unprovoked 2011.00
SOUTH AFRICA Robberg Beach Western Cape Province -34.08 23.37 POINT (23.37240 -34.07540) Surfing N White Shark Unprovoked 2011.00
NEW CALEDONIA Kendec North Province -20.67 164.25 POINT (164.25000 -20.66670) Kite Boarding Y Tiger Shark Unprovoked 2011.00
AUSTRALIA Bunker Bay Western Australia -33.54 115.04 POINT (115.03920 -33.54270) Body boarding Y White Shark Unprovoked 2011.00
USA North Topsail Beach, Onslow County North Carolina 34.49 -77.43 POINT (-77.43160 34.49020) Playing in the surf N Bull Shark Unprovoked 2011.00
USA Santa Maria Island, Manatee County Florida 27.50 -82.71 POINT (-82.71450 27.50410) Spearfishing N Bull Shark Unprovoked 2011.00
AUSTRALIA Between Queensland -20.92 142.70 POINT (142.70280 -20.91760) Fishing N Bull Shark Provoked 2011.00
AUSTRALIA Crowdy Head New South Wales -31.84 152.73 POINT (152.72650 -31.84430) Surfing N Bull Shark Unprovoked 2011.00
MEXICO Gaviotas Beach, Cancun Quintana Roo 21.13 -86.75 POINT (-86.74650 21.13230) Swimming N Bull Shark Unprovoked 2011.00
SEYCHELLES Anse Lazio Praslin -4.29 55.70 POINT (55.70150 -4.29370) Swimming or Snorkeling Y Bull Shark Unprovoked 2011.00
USA Riviera Beach, Palm Beach County Florida 26.78 -80.06 POINT (-80.05810 26.77530) Spearfishing N Bull Shark Unprovoked 2011.00
AUSTRALIA Angourie New South Wales -29.48 153.36 POINT (153.35940 -29.47920) Surfing N White Shark Unprovoked 2011.00
AUSTRALIA Cowaramup Bay Western Australia -33.86 114.99 POINT (114.98580 -33.86060) Surfing Y White Shark Unprovoked 2010.00
USA Pigeon Point, San Mateo County California 37.18 -122.39 POINT (-122.39460 37.18180) Kayak Fishing N White Shark Watercraft 2010.00
USA Near oil rig Hondo, 5 nm from Gaviota, Santa B... California 34.68 -120.61 POINT (-120.60640 34.68310) Kayaking N White Shark Watercraft 2010.00
USA Surf Beach, Vandenberg AFB, Santa Barbara County California 34.47 -120.21 POINT (-120.21490 34.47170) Body boarding Y White Shark Unprovoked 2010.00
AUSTRALIA Mullaway Headland New South Wales -30.08 153.21 POINT (153.20520 -30.07710) Surfing N Bull Shark Unprovoked 2010.00
AUSTRALIA Off Garden Island Western Australia -32.20 115.68 POINT (115.67760 -32.20430) Snorkeling N White Shark Unprovoked 2010.00
AUSTRALIA Between Carnac and Garden Islands Western Australia -32.14 115.66 POINT (115.66330 -32.13930) Fishing N White Shark Watercraft 2010.00
USA Eight Mile Beach, Galveston Texas 29.30 -94.80 POINT (-94.79770 29.30130) Surfing N Bull Shark Unprovoked 2010.00
shark_geo['Fatal'].replace(to_replace='Y', value=1, inplace=True) shark_geo['Fatal'].replace(to_replace='N', value=0, inplace=True) shark_geo['Species'].replace(to_replace='White Shark', value=1, inplace=True) shark_geo['Species'].replace(to_replace='Tiger Shark', value=2, inplace=True) shark_geo['Species'].replace(to_replace='Bull Shark', value=3, inplace=True) shark_geoshark_geo.sort_values(by=['Year'],ascending=False).reset_index(drop=False)
In [89]:
shark_geo['Type'].unique()
Out[89]:
array(['Unprovoked', 'Provoked', 'Watercraft', 'Questionable', 'Invalid'],
      dtype=object)
In [90]:
shark_geo['Type'].nunique()
Out[90]:
5
In [91]:
shark_geo['Activity'].unique()
Out[91]:
array(['Swimming', 'Surfing', 'Kayak fishing', 'Foil-boarding',
       'Fishing / Filming sharks feeding on whale carcass', 'Sightseeing',
       'Fishing', 'Treading water', 'Walking', 'Spearfishing', 'Playing',
       'Wading', 'Snorkeling', 'Stand-Up Paddle boarding', 'Windsurfing',
       'Body boarding', 'Kayaking', 'Scuba diving',
       'Stand-Up Paddleboarding', 'Kayaking fishing', 'Body Surfing',
       'Free diving', 'Boogie boarding', 'Diving', 'Paddling',
       'Surf-skiing', 'Night bathing', 'SUP', 'Kayaking / Fishing',
       'Feeding sharks', 'Scuba Diving', 'SUP Foil boarding', 'Fishing ',
       'Kite surfing', 'Floating', 'Surf skiing ', 'Cage Diving',
       'Paddle boarding', 'Rowing', 'Body boarding ', 'Lobster fishing',
       'Standing / Snorkeling', 'Body Boarding', 'Kayak Fishing',
       'Transatlantic Rowing', 'Scallop diving on hookah', 'Kayaking ',
       'Shark watching', 'Standing in inner tube',
       'Filming a documentary', 'Fishing for sharks', 'Boat attack',
       'Fell into the water', 'Standing', 'Kiteboarding',
       'Diving for Abalone', 'Swimming / snorkeling',
       'Free diving / spearfishing', 'Diving, photographing sharks',
       'Crayfishing', 'Kite Surfing', 'Diving for abalone',
       'Kite Boarding', 'Playing in the surf', 'Swimming or Snorkeling'],
      dtype=object)
In [92]:
shark_geo['Activity'].nunique()
Out[92]:
65
In [93]:
from sklearn.preprocessing import LabelEncoder
numbers = LabelEncoder()
shark_geo['Fatal'] = numbers.fit_transform(shark_geo['Fatal'].astype('str'))
shark_geo['Type'] = numbers.fit_transform(shark_geo['Type'].astype('str'))
shark_geo['Species'] = numbers.fit_transform(shark_geo['Species'].astype('str'))
#shark_geo['State'] = numbers.fit_transform(shark_geo['State'].astype('str'))
#shark_geo['Location'] = numbers.fit_transform(shark_geo['Location'].astype('str'))
shark_geo['Activity'] = numbers.fit_transform(shark_geo['Activity'].astype('str'))
shark_geo.head(10)
Out[93]:
Location State Latitude Longitude geometry Activity Fatal Species Type Year
Country
USA Coronado, San Diego County California 32.69 -117.18 POINT (-117.18310 32.68590) 57 0 2 3 2020.00
NEW ZEALAND Pauanui Beach North Island -37.02 175.87 POINT (175.86770 -37.01610) 56 0 2 3 2020.00
NEW ZEALAND Stanmore Bay, Auckland North Island -36.63 174.73 POINT (174.72560 -36.62640) 24 0 2 1 2020.00
USA Sand Dollar Beach, Santa Cruz County California 35.92 -121.47 POINT (-121.46870 35.92320) 56 1 2 3 2020.00
AUSTRALIA Salt Beach near Kingscliff New South Wales -28.28 153.58 POINT (153.58040 -28.27770) 56 1 2 3 2020.00
AUSTRALIA Cabarita Beach New South Wales -28.34 153.57 POINT (153.57320 -28.34360) 20 0 2 3 2020.00
AUSTRALIA Greenmount Beach, Coolangatta Queensland -28.16 153.55 POINT (153.54760 -28.16400) 56 1 2 3 2020.00
AUSTRALIA Forster New South Wales -32.18 152.51 POINT (152.51170 -32.18060) 17 0 2 4 2020.00
AUSTRALIA Shelly Beach, Port Macquarie New South Wales -33.37 151.49 POINT (151.48590 -33.37000) 56 0 2 3 2020.00
AUSTRALIA Tenth Island Tasmania -40.94 146.98 POINT (146.98490 -40.94230) 46 0 2 4 2020.00
In [94]:
def HeatMap(shark_geo,x=True):
        correlations = shark_geo.corr()
        cmap = 'Reds_r'
        fig, ax = plt.subplots(figsize=(10, 10))
        fig = sns.heatmap(correlations, cmap=cmap, vmax=1.0, center=0, fmt='.2f',
                          square=True, linewidths=.5, annot=x, cbar_kws={"shrink": .75})
        fig.set_xticklabels(fig.get_xticklabels(), rotation = 90, fontsize = 10)
        fig.set_yticklabels(fig.get_yticklabels(), rotation = 0, fontsize = 10)
        plt.tight_layout()
        plt.show()

HeatMap(shark_geo,x=True)
In [95]:
from sklearn.preprocessing import StandardScaler
In [96]:
geo_key_vars = ['Activity','Fatal','Species','Type','Year']
X = shark_geo[geo_key_vars]
Y = shark_geo['Activity']
scaler = StandardScaler().fit(X)
X_scaled = pd.DataFrame(scaler.fit_transform(X), columns = X.columns, index = X.index)
In [97]:
shark_geo['Activity'].nunique()
Out[97]:
65
In [98]:
from sklearn.cluster import KMeans
kcluster = KMeans(n_clusters=65)
kcluster.fit(X_scaled)
Out[98]:
KMeans(n_clusters=65)
In [99]:
from sklearn.model_selection import train_test_split
from sklearn import svm, tree
from sklearn.metrics import accuracy_score
from sklearn.ensemble import  RandomForestRegressor
from sklearn.metrics import mean_squared_error
In [100]:
X_train, X_test, y_train, y_test =train_test_split(X_scaled,Y,
                                                   test_size=0.20,
                                                   random_state=1000)
In [101]:
X_train.shape, X_test.shape, y_train.shape, y_test.shape
Out[101]:
((240, 5), (61, 5), (240,), (61,))
In [102]:
clf = svm.SVC()
clf_tree = tree.DecisionTreeClassifier(random_state=1000)
for x in range(100):
    X_train,X_test,y_train,y_test= train_test_split(X_scaled,Y)
    clf.fit(X_train,y_train)
    clf_tree.fit(X_train,y_train)
    predictions1 = clf.predict(X_test)
    predictions2 = clf_tree.predict(X_test)
    score1 = accuracy_score(y_test,predictions1)
    score2 = accuracy_score(y_test,predictions2)
    print(score1,score2,score1-score2)

0.3684210526315789 0.8157894736842105 -0.4473684210526316
0.40789473684210525 0.8289473684210527 -0.4210526315789474
0.40789473684210525 0.8552631578947368 -0.4473684210526316
0.35526315789473684 0.8026315789473685 -0.44736842105263164
0.32894736842105265 0.7894736842105263 -0.4605263157894737
0.40789473684210525 0.8421052631578947 -0.43421052631578944
0.34210526315789475 0.8421052631578947 -0.49999999999999994
0.34210526315789475 0.7894736842105263 -0.4473684210526316
0.32894736842105265 0.8157894736842105 -0.48684210526315785
0.4473684210526316 0.8026315789473685 -0.3552631578947369
0.39473684210526316 0.8157894736842105 -0.42105263157894735
0.35526315789473684 0.7763157894736842 -0.42105263157894735
0.34210526315789475 0.75 -0.40789473684210525
0.39473684210526316 0.8157894736842105 -0.42105263157894735
0.40789473684210525 0.8289473684210527 -0.4210526315789474
0.4342105263157895 0.7631578947368421 -0.32894736842105265
0.3684210526315789 0.8421052631578947 -0.47368421052631576
0.3157894736842105 0.8026315789473685 -0.48684210526315796
0.35526315789473684 0.881578947368421 -0.5263157894736842
0.3684210526315789 0.8552631578947368 -0.4868421052631579
0.3684210526315789 0.8421052631578947 -0.47368421052631576
0.3157894736842105 0.75 -0.4342105263157895
0.32894736842105265 0.8421052631578947 -0.513157894736842
0.3684210526315789 0.7631578947368421 -0.3947368421052632
0.5131578947368421 0.8289473684210527 -0.3157894736842105
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0.4473684210526316 0.8552631578947368 -0.40789473684210525
0.40789473684210525 0.8026315789473685 -0.3947368421052632
0.32894736842105265 0.75 -0.42105263157894735
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0.34210526315789475 0.7763157894736842 -0.43421052631578944
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0.40789473684210525 0.8157894736842105 -0.40789473684210525
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0.35526315789473684 0.75 -0.39473684210526316
0.3684210526315789 0.868421052631579 -0.5
0.4605263157894737 0.8421052631578947 -0.381578947368421
0.3815789473684211 0.7631578947368421 -0.3815789473684211
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0.32894736842105265 0.8289473684210527 -0.5
0.34210526315789475 0.8289473684210527 -0.4868421052631579
0.3684210526315789 0.7368421052631579 -0.3684210526315789
0.3684210526315789 0.8289473684210527 -0.46052631578947373
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0.34210526315789475 0.8552631578947368 -0.513157894736842
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0.40789473684210525 0.7894736842105263 -0.3815789473684211
0.3157894736842105 0.7894736842105263 -0.4736842105263158
0.3026315789473684 0.8026315789473685 -0.5
0.4868421052631579 0.8026315789473685 -0.31578947368421056
In [103]:
kcluster.labels_
Out[103]:
array([51, 51, 28,  3,  3, 21,  3, 22, 51, 61,  3,  3, 21, 21, 58,  7,  7,
        7, 50, 58, 50,  7, 50, 50, 53, 53, 58, 14, 53, 50, 51, 51, 22, 51,
       51, 53, 29, 53, 53, 28, 22, 40,  7, 45, 29, 24,  7, 37,  6,  7,  7,
        7,  7, 12, 64,  6,  6, 16, 37,  0, 24,  6, 16, 16, 22, 16, 14,  6,
        6,  1,  6,  1, 37, 38, 10, 16, 12, 16, 55,  6, 38,  6,  6, 47, 38,
       57, 38, 16, 47,  0, 16, 27,  6, 47,  6, 29, 38,  6, 27, 54, 27, 27,
       54, 59, 38, 57, 38,  1, 47, 38,  1,  1, 11, 54, 27, 30, 27, 30, 29,
        0, 24, 54, 27, 27,  2, 27,  2, 27, 54,  1,  1,  4, 59,  1, 11, 52,
       30, 52, 30, 43, 10, 52, 10, 52, 44, 52, 52, 52, 52, 44, 52, 39, 11,
       39, 54, 48,  1,  5, 11, 52, 11, 11,  1, 11, 48,  1, 17,  8,  1,  1,
       10,  1,  8, 25, 48,  1,  1,  1,  1, 26,  1,  8,  8,  8,  8,  8,  8,
        8,  8,  8,  1, 46, 13, 25, 46, 35, 48,  8, 46,  2, 48,  2, 46, 26,
       11, 15, 11, 15, 62, 11,  5, 48, 26, 13,  2,  2,  2, 46, 15, 15, 32,
       60, 34, 15, 26, 46, 10, 26, 48, 46, 15, 31, 15,  2,  2,  2, 13, 46,
        5,  5, 15, 34, 15, 34, 15, 13, 15, 34, 42, 41, 15, 30, 15, 30, 30,
        9, 63, 33, 33, 20, 15, 19, 33, 36, 19, 19, 19, 18, 18, 63, 19, 63,
       32, 18,  9, 19, 33, 19,  9, 19, 15, 32, 19, 56,  9, 20, 30, 23, 30,
       30, 49, 30, 19, 33, 18, 18,  9, 30, 19, 18, 30], dtype=int32)
In [104]:
sharks_clustered = shark_geo.copy()
sharks_clustered['klabel'] = kcluster.labels_
X_scaled_clustered = X_scaled.copy()
X_scaled_clustered['klabel'] = kcluster.labels_
sharks_clustered
Out[104]:
Location State Latitude Longitude geometry Activity Fatal Species Type Year klabel
Country
USA Coronado, San Diego County California 32.69 -117.18 POINT (-117.18310 32.68590) 57 0 2 3 2020.00 51
NEW ZEALAND Pauanui Beach North Island -37.02 175.87 POINT (175.86770 -37.01610) 56 0 2 3 2020.00 51
NEW ZEALAND Stanmore Bay, Auckland North Island -36.63 174.73 POINT (174.72560 -36.62640) 24 0 2 1 2020.00 28
USA Sand Dollar Beach, Santa Cruz County California 35.92 -121.47 POINT (-121.46870 35.92320) 56 1 2 3 2020.00 3
AUSTRALIA Salt Beach near Kingscliff New South Wales -28.28 153.58 POINT (153.58040 -28.27770) 56 1 2 3 2020.00 3
AUSTRALIA Cabarita Beach New South Wales -28.34 153.57 POINT (153.57320 -28.34360) 20 0 2 3 2020.00 21
AUSTRALIA Greenmount Beach, Coolangatta Queensland -28.16 153.55 POINT (153.54760 -28.16400) 56 1 2 3 2020.00 3
AUSTRALIA Forster New South Wales -32.18 152.51 POINT (152.51170 -32.18060) 17 0 2 4 2020.00 22
AUSTRALIA Shelly Beach, Port Macquarie New South Wales -33.37 151.49 POINT (151.48590 -33.37000) 56 0 2 3 2020.00 51
AUSTRALIA Tenth Island Tasmania -40.94 146.98 POINT (146.98490 -40.94230) 46 0 2 4 2020.00 61
USA Bailey Island, Cumberland County Maine 43.74 -69.99 POINT (-69.99410 43.73670) 57 1 2 3 2020.00 3
AUSTRALIA Wilsons Headland New South Wales -29.86 153.27 POINT (153.27150 -29.85930) 56 1 2 3 2020.00 3
AUSTRALIA Stanley Tasmania -40.76 145.30 POINT (145.29600 -40.75970) 15 0 2 3 2020.00 21
USA Shelter Cove, Humboldt County California 40.03 -124.07 POINT (-124.07310 40.03040) 24 0 2 3 2020.00 21
ST MARTIN Orient Beach Caribbean 18.09 -63.02 POINT (-63.01970 18.08750) 57 1 1 3 2020.00 58
USA Neuse River, Craven County North Carolina 35.13 -76.50 POINT (-76.50380 35.13130) 61 0 0 3 2020.00 7
USA Cocoa Beach, Brevard County Florida 28.32 -80.61 POINT (-80.60760 28.32000) 56 0 0 3 2020.00 7
USA Cocoa Beach, Brevard County Florida 28.32 -80.61 POINT (-80.60760 28.32000) 63 0 0 3 2018.00 7
AUSTRALIA Lucinda Queensland -18.53 146.33 POINT (146.33200 -18.53130) 48 0 0 3 2020.00 50
USA Honolua Bay Hawaii 21.01 -156.64 POINT (-156.63850 21.01390) 56 1 1 3 2020.00 58
USA Homestead, Miami-Dade County Florida 25.46 -80.33 POINT (-80.33500 25.46150) 37 0 0 3 2020.00 50
USA Melbourne Beach, Brevard County Florida 28.08 -80.56 POINT (-80.56060 28.07890) 62 0 0 3 2020.00 7
BAHAMAS NoName Cay Abaco Islands 26.75 -77.30 POINT (-77.29650 26.74900) 48 0 0 3 2020.00 50
USA Sombero Key Light, Monroe County Florida 24.63 -81.11 POINT (-81.10920 24.62870) 47 0 0 3 2020.00 50
USA Wailea Maui 20.68 -156.44 POINT (-156.44300 20.68280) 49 0 1 3 2020.00 53
USA Davidsons Beach, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) 56 0 1 3 2020.00 53
NEW CALEDONIA Plateau de Ricaudy, Nouméa South Province -22.31 166.46 POINT (166.45570 -22.31380) 64 1 1 3 2020.00 58
AUSTRALIA Cable Beach Western Australia -17.93 122.21 POINT (122.20960 -17.93200) 3 1 1 3 2020.00 14
NEW CALEDONIA St. Vincent Bay South Province -21.96 166.12 POINT (166.12040 -21.96500) 47 0 1 3 2020.00 53
USA Key Biscayne Florida 25.69 -80.16 POINT (-80.16280 25.69370) 48 0 0 3 2019.00 50
USA Sandspit Beach, Montaña de Oro State Park California 35.30 -120.88 POINT (-120.87500 35.30330) 56 0 2 3 2019.00 51
AUSTRALIA Lighthouse Beach New South Wales -31.48 152.93 POINT (152.92980 -31.47890) 56 0 2 3 2019.00 51
USA Ship Rock near Catalina, Los Angeles County California 33.46 -118.49 POINT (-118.49170 33.46250) 25 0 2 4 2019.00 22
USA North Salmon Creek Beach, Sonoma County California 38.36 -123.07 POINT (-123.06820 38.35920) 56 0 2 3 2019.00 51
NEW ZEALAND Pitt Island or Chatham Island Chatham Islands -44.29 -176.23 POINT (-176.22600 -44.28990) 44 0 2 3 2019.00 51
USA Cove Park, Kihei, Maui Hawaii 20.73 -156.45 POINT (-156.44990 20.72730) 50 0 1 3 2019.00 53
USA Anaehoomalu Bay, Hawaii Hawaii 19.55 -155.53 POINT (-155.53350 19.54580) 25 0 1 3 2019.00 29
FIJI Beqa Oceania -18.38 178.12 POINT (178.11940 -18.38280) 44 0 1 3 2019.00 53
AUSTRALIA Off Airlie Beach, Whitsundays Queensland -20.27 148.72 POINT (148.71560 -20.26780) 47 0 1 3 2019.00 53
AUSTRALIA Shellharbour New South Wales -34.58 150.87 POINT (150.86670 -34.58330) 15 0 2 1 2019.00 28
SOUTH AFRICA East London Eastern Cape Province -33.03 27.85 POINT (27.85460 -33.02920) 28 0 2 4 2019.00 22
REUNION ISLAND L’Hermitage Lagoon Saint-Gilles -21.08 55.22 POINT (55.22230 -21.07950) 47 1 1 2 2019.00 40
USA Wilmington River, Chatham County Georgia 31.96 -81.00 POINT (-81.00440 31.95520) 57 0 0 3 2019.00 7
AUSTRALIA Samurai Beach New South Wales -32.77 152.12 POINT (152.12420 -32.76780) 2 0 0 3 2018.00 45
MALDIVES Madoogali Alifu Alifu Atoll 4.10 72.75 POINT (72.75290 4.09600) 15 0 1 3 2018.00 29
EGYPT Marsa Alam Red Sea 25.07 34.88 POINT (34.87900 25.06760) 47 1 1 3 2018.00 24
AUSTRALIA Surf Beach, Kiama New South Wales -34.68 150.85 POINT (150.85420 -34.67690) 63 0 0 3 2018.00 7
AUSTRALIA Martin Islet New South Wales -34.49 150.94 POINT (150.93780 -34.49430) 21 0 2 3 2018.00 37
AUSTRALIA Little Congwong Beach, La Perouse New South Wales -33.99 151.24 POINT (151.23840 -33.99160) 57 0 2 3 2018.00 6
AUSTRALIA Cone Bay Western Australia -16.47 123.54 POINT (123.53530 -16.46830) 48 0 0 3 2018.00 7
NEW CALEDONIA Nouvelle Oceania -20.90 165.62 POINT (165.61800 -20.90430) 48 0 0 3 2018.00 7
BAHAMAS Bimini Bahamas 25.73 -79.25 POINT (-79.25000 25.73330) 57 0 0 3 2018.00 7
THAILAND Sai Noi Beach Hua Hin 12.57 99.96 POINT (99.95770 12.56840) 57 0 0 3 2018.00 7
MEXICO La Ticla Colima 18.45 -103.55 POINT (-103.55410 18.45440) 21 0 1 1 2018.00 12
USA Newcomb Hollow Beach, Wellfleet, Barnstable Co... Massachusetts 41.96 -70.00 POINT (-69.99650 41.96320) 5 1 2 3 2018.00 64
AUSTRALIA South Point, Gracetown Western Australia -33.86 114.98 POINT (114.97680 -33.86450) 56 0 2 3 2018.00 6
USA Longnook Beach, Truro, Barnstable County Massachusetts 42.02 -70.04 POINT (-70.03700 42.02090) 57 0 2 3 2018.00 6
BAHAMAS Nirvana Beach New Providence 25.06 -77.49 POINT (-77.48840 25.06370) 56 0 1 3 2018.00 16
USA Beacons Beach, San Diego County California 33.07 -117.30 POINT (-117.30470 33.06520) 8 0 2 3 2018.00 37
AUSTRALIA Moffat Beach Queensland -26.80 153.13 POINT (153.13330 -26.80000) 25 0 1 4 2018.00 0
BRAZIL Piedade Beach, Recife Pernambuco -8.17 -34.92 POINT (-34.91550 -8.17210) 57 1 1 3 2018.00 24
NEW ZEALAND Baylys Beach North Island -35.95 173.75 POINT (173.74690 -35.95170) 56 0 2 3 2018.00 6
COSTA RICA Manuelita Cocos Island 5.56 -87.05 POINT (-87.04770 5.56130) 44 0 1 3 2018.00 16
USA Pounders Beach, Oahu Hawaii 21.66 -157.92 POINT (-157.92040 21.66327) 50 0 1 3 2018.00 16
USA Oceanside, San Diego County California 33.20 -117.38 POINT (-117.37950 33.19590) 36 0 2 4 2018.00 22
USA Kukio Beach Hawaii 19.82 -156.00 POINT (-156.00080 19.82310) 50 0 1 3 2018.00 16
MEXICO Southeast of Puerto Peñasco Sonora 31.32 -113.54 POINT (-113.53800 31.31720) 8 1 1 3 2018.00 14
SOUTH AFRICA St. Francis Bay Eastern Cape Province -34.16 24.82 POINT (24.82410 -34.16050) 56 0 2 3 2018.00 6
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07600) 55 0 2 3 2018.00 6
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07600) 55 0 2 3 2016.00 1
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07580) 55 0 2 3 2018.00 6
SOUTH AFRICA Robberg Beach, Plettenberg Bay Western Cape Province -34.08 23.37 POINT (23.37220 -34.07580) 55 0 2 3 2016.00 1
SOUTH AFRICA Tinley Manor KwaZulu-Natal -29.45 31.28 POINT (31.28330 -29.45000) 15 0 2 3 2018.00 37
USA Humboldt County California 40.74 -124.08 POINT (-124.07840 40.74500) 15 0 2 4 2018.00 38
AUSTRALIA Point Casuarina, Bunbury Western Australia -33.32 115.63 POINT (115.63330 -33.31660) 3 0 2 3 2017.00 10
BAHAMAS Athol Island New Providence 25.08 -77.27 POINT (-77.27180 25.07830) 47 0 1 3 2017.00 16
MEXICO Sánchez Magallanes, Cárdenas Tabasco 18.30 -93.86 POINT (-93.86170 18.29530) 15 0 1 1 2017.00 12
USA Davidsons Beach, Kekaha, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) 56 0 1 3 2017.00 16
CUBA Guardalavaca Beach Holquin Province 21.12 -75.84 POINT (-75.83870 21.12210) 34 1 1 3 2017.00 55
AUSTRALIA Cathedral Rock Victoria -37.47 144.79 POINT (144.78520 -37.47130) 56 0 2 3 2017.00 6
USA Between Pescadero Point & Bean Hollow Beach, S... California 37.24 -122.42 POINT (-122.41780 37.23960) 15 0 2 4 2017.00 38
USA South Beach, Westport, Grays Harbor County Washington 46.89 -124.13 POINT (-124.13120 46.89380) 56 0 2 3 2017.00 6
SOUTH AFRICA Nahoon Reef, East London Eastern Cape Province -33.00 27.95 POINT (27.95140 -32.99580) 56 0 2 3 2017.00 6
USA Seal Rock, Goleta Beach, Santa Barbara California 34.90 -120.67 POINT (-120.67320 34.89970) 40 0 2 3 2017.00 47
USA Monterey Bay California 36.80 -121.95 POINT (-121.94730 36.80070) 25 0 2 4 2017.00 38
AUSTRALIA Kelpies near Wylie Bay Western Australia -33.83 122.00 POINT (121.99710 -33.83250) 56 1 2 3 2017.00 57
USA Santa Cruz, Santa Cruz County California 36.97 -122.03 POINT (-122.03080 36.97410) 25 0 2 4 2017.00 38
USA Kekaha Beach, Kauai Hawaii 21.97 -159.73 POINT (-159.73040 21.97170) 56 0 1 3 2017.00 16
USA Marconi Beach, Wellfleet, Barnstable County Massachusetts 41.89 -69.96 POINT (-69.96110 41.89180) 40 0 2 3 2017.00 47
SOUTH AFRICA Eastmoor Crescent Beach KwaZulu-Natal -29.88 31.05 POINT (31.04990 -29.88330) 15 0 1 4 2017.00 0
USA Hultins Beach, Oahu Hawaii 21.44 -158.00 POINT (-158.00010 21.43890) 56 0 1 3 2017.00 16
USA Haulover Beach, Miami-Dade County Florida 25.91 -80.12 POINT (-80.12350 25.91140) 57 0 0 3 2017.00 27
USA Stillwater Cove, Monterey County California 36.56 -121.94 POINT (-121.94230 36.56390) 48 0 2 3 2017.00 6
AUSTRALIA Normanville South Australia -35.45 138.32 POINT (138.32160 -35.44640) 27 0 2 3 2017.00 47
AUSTRALIA Iluka Beach New South Wales -29.41 153.36 POINT (153.36470 -29.41200) 56 0 2 3 2017.00 6
USA Off Jupiter Florida 26.93 -80.09 POINT (-80.09420 26.93420) 12 0 1 3 2017.00 29
USA Stearns Wharf, Santa Barbara California 34.41 -119.69 POINT (-119.68560 34.41000) 25 0 2 4 2017.00 38
AUSTRALIA Gracetown Western Australia -33.86 114.99 POINT (114.98820 -33.86420) 56 0 2 3 2017.00 6
INDONESIA Balian Beach Bali -8.50 114.97 POINT (114.96560 -8.50310) 56 0 0 3 2017.00 27
AUSTRALIA Mauds Point Western Australia -23.12 113.76 POINT (113.76150 -23.12060) 47 0 0 3 2017.00 54
USA Destin, Okaloosa County Florida 30.39 -86.50 POINT (-86.49580 30.39350) 57 0 0 3 2017.00 27
USA Burkes Beach, Hilton Head, Beaufort County South Carolina 32.19 -80.70 POINT (-80.69770 32.19410) 57 0 0 3 2017.00 27
AUSTRALIA Boot Reef, Torres Strait Queensland -10.00 144.67 POINT (144.66670 -10.00000) 43 0 0 3 2017.00 54
USA Maui Hawaii 20.80 -156.33 POINT (-156.33190 20.79840) 41 0 1 3 2016.00 59
USA Capitola, Santa Cruz County California 36.98 -121.95 POINT (-121.95330 36.97520) 16 0 2 4 2016.00 38
AUSTRALIA Falcon Beach, Mandurah Western Australia -32.58 115.65 POINT (115.65240 -32.58010) 56 1 2 3 2016.00 57
USA Off Palos Verdes peninsula, Los Angeles County California 33.77 -118.35 POINT (-118.34920 33.76840) 16 0 2 4 2016.00 38
USA Refugio State Beach, Santa Barbara County California 34.46 -120.07 POINT (-120.07010 34.46320) 48 0 2 3 2016.00 1
USA Surfside, Orange County California 33.73 -118.08 POINT (-118.08190 33.72710) 31 0 2 3 2016.00 47
AUSTRALIA Near Albany Western Australia -35.03 117.88 POINT (117.88370 -35.02690) 21 0 2 4 2016.00 38
AUSTRALIA Lighthouse Beach, Ballina New South Wales -28.87 153.59 POINT (153.58990 -28.87260) 56 0 2 3 2016.00 1
SOUTH AFRICA Ryspunt Western Cape Province -34.36 20.19 POINT (20.19450 -34.36330) 48 0 2 3 2016.00 1
USA Makaha, Oahu Hawaii 21.46 -158.22 POINT (-158.22060 21.46340) 57 0 1 3 2016.00 11
USA Off Singer Island, Palm Beach County Florida 26.79 -80.04 POINT (-80.03750 26.78510) 48 0 0 3 2016.00 54
INDONESIA Balian Bali -8.50 114.97 POINT (114.96560 -8.50310) 56 0 0 3 2016.00 27
INDONESIA Balian Bali -8.50 114.97 POINT (114.96560 -8.50310) 56 0 0 3 2011.00 30
INDONESIA Balian Bali -8.34 115.09 POINT (115.09200 -8.34050) 56 0 0 3 2016.00 27
INDONESIA Balian Bali -8.34 115.09 POINT (115.09200 -8.34050) 56 0 0 3 2011.00 30
USA Kamaole Beach Park I, Maui Hawaii 20.72 -156.45 POINT (-156.44790 20.72220) 19 0 1 3 2016.00 29
USA 8 miles off Mobile Alabama 30.70 -88.04 POINT (-88.03990 30.69540) 15 0 1 4 2016.00 0
NEW CALEDONIA Poe Beach Grand Terre -21.61 165.40 POINT (165.40100 -21.61210) 63 1 1 3 2016.00 24
BAHAMAS Green Turtle Cay Abaco Islands 26.77 -77.33 POINT (-77.32960 26.77470) 48 0 0 3 2016.00 54
REUNION Boucan Canot Saint-Paul -21.03 55.23 POINT (55.22730 -21.03160) 56 0 0 3 2016.00 27
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) 56 0 0 3 2016.00 27
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) 56 0 0 3 2013.00 2
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) 56 0 0 3 2016.00 27
USA New Smyrna Beach, Volusia County Florida 29.03 -80.93 POINT (-80.92700 29.02580) 56 0 0 3 2013.00 2
USA St. Petersburg, Pinellas County Florida 27.77 -82.64 POINT (-82.64030 27.76760) 57 0 0 3 2016.00 27
USA Off Surfside Texas 28.95 -95.29 POINT (-95.28750 28.95170) 48 0 0 3 2016.00 54
SOUTH AFRICA Keurbooms Lagoon, Plettenberg Bay Western Cape Province -34.04 23.38 POINT (23.37820 -34.03800) 54 0 2 3 2016.00 1
AUSTRALIA Booti Booti National Park New South Wales -32.31 152.52 POINT (152.51790 -32.31270) 56 0 2 3 2016.00 1
MEXICO Guadalupe Island Baja California 29.05 -118.28 POINT (-118.27610 29.05250) 6 0 2 0 2016.00 4
USA Wailea Beach, Maui Hawaii 20.68 -156.44 POINT (-156.44300 20.68280) 35 0 1 3 2016.00 59
SOUTH AFRICA Stil Bay Western Cape Province -34.36 21.43 POINT (21.43360 -34.36420) 56 0 2 3 2015.00 1
BRAZIL Fernano de Noronha Pernambuco -3.86 -32.43 POINT (-32.42970 -3.85760) 44 0 1 3 2015.00 11
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) 56 0 0 3 2015.00 52
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) 56 0 0 3 2012.00 30
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) 56 0 0 3 2015.00 52
REUNION Saint-Leu Saint-Paul -21.17 55.29 POINT (55.28790 -21.17480) 56 0 0 3 2012.00 30
AUSTRALIA Nerang River, Surfers Paradise Queensland -28.00 153.43 POINT (153.42960 -28.00070) 39 0 0 4 2015.00 43
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) 4 0 2 3 2015.00 10
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) 56 0 0 3 2015.00 52
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) 4 0 2 3 2015.00 10
AUSTRALIA East Ballina New South Wales -28.85 153.59 POINT (153.58650 -28.85370) 56 0 0 3 2015.00 52
BAHAMAS Off Andros Island Bahamas 24.71 -78.02 POINT (-78.01950 24.70640) 33 0 0 3 2015.00 44
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) 62 0 0 3 2015.00 52
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) 62 0 0 3 2015.00 52
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) 62 0 0 3 2015.00 52
USA Oak Island, Brunswick County North Carolina 33.92 -78.16 POINT (-78.16080 33.92040) 62 0 0 3 2015.00 52
USA Lori Wilson Park, Cocoa Beach, Brevard County Florida 28.34 -80.61 POINT (-80.60950 28.33710) 37 0 0 3 2015.00 44
REUNION Folette Le Port -20.94 55.30 POINT (55.30330 -20.94440) 56 0 0 3 2015.00 52
NEW CALEDONIA Kouare Oceania -20.90 165.62 POINT (165.61800 -20.90430) 47 1 0 3 2015.00 39
USA Hapuna Beach Hawaii 19.99 -155.83 POINT (-155.82570 19.99230) 52 0 1 3 2015.00 11
REUNION Cap Homard Saint-Gilles-les-Bains -21.04 55.22 POINT (55.21710 -21.03680) 56 1 0 3 2015.00 39
USA 3 miles off Jupiter, Palm Beach County Florida 26.93 -80.09 POINT (-80.09420 26.93420) 48 0 0 3 2015.00 54
SOUTH AFRICA Westbrook Beach KwaZulu-Natal -29.59 31.17 POINT (31.17130 -29.59120) 15 0 2 4 2015.00 48
USA Morro Strand State Beach, San Luis Obispo County California 35.39 -120.87 POINT (-120.86640 35.39180) 56 0 2 3 2015.00 1
REUNION Ravine Mula d’Étang-Salé -21.25 55.37 POINT (55.36970 -21.24980) 57 1 1 3 2015.00 5
FIJI Fiji Oceania -17.71 178.06 POINT (178.06500 -17.71340) 48 0 1 3 2015.00 11
USA Rodanthe, Dare County North Carolina 35.60 -75.47 POINT (-75.46560 35.60040) 57 0 0 3 2015.00 52
USA Leftovers, Oahu Hawaii 21.44 -158.00 POINT (-158.00010 21.43890) 56 0 1 3 2015.00 11
USA Lanikai Beach, Kailua, Oahu Hawaii 21.39 -157.72 POINT (-157.71510 21.39250) 57 0 1 3 2015.00 11
AUSTRALIA Hallidays Point New South Wales -32.07 152.51 POINT (152.51500 -32.06840) 55 0 2 3 2015.00 1
USA Upolu Point, North Kohala, Big Island Hawaii 20.27 -155.85 POINT (-155.85450 20.26900) 48 0 1 3 2015.00 11
AUSTRALIA Lake Macquarie New South Wales -33.03 151.56 POINT (151.56030 -33.03110) 15 0 2 4 2015.00 48
USA El Pescador Beach, Los Angeles County California 34.04 -118.89 POINT (-118.89210 34.04040) 50 0 2 3 2015.00 1
AUSTRALIA Denmark Western Australia -34.96 117.35 POINT (117.35070 -34.96180) 56 0 2 0 2015.00 17
USA Horseshoe Rock, Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 24 0 2 4 2015.00 8
AUSTRALIA Saltwater Beach New South Wales -32.01 152.56 POINT (152.56290 -32.01080) 56 0 2 3 2015.00 1
SOUTH AFRICA Lookout Beach, Plettenberg Bay Western Cape Province -34.05 23.38 POINT (23.37760 -34.05060) 56 0 2 3 2015.00 1
SOUTH AFRICA Buffels Bay near Knysna Western Cape Province -34.08 22.97 POINT (22.97310 -34.08330) 1 0 2 3 2015.00 10
AUSTRALIA Belongil Beach, Byron Bay New South Wales -28.63 153.60 POINT (153.60030 -28.63370) 54 0 2 3 2015.00 1
SOUTH AFRICA Yellow Sands Point Eastern Cape Province -32.91 28.08 POINT (28.07980 -32.90970) 23 0 2 4 2015.00 8
ATLANTIC OCEAN Atlantic Ocean Atlantic Ocean 14.26 -43.45 POINT (-43.44982 14.25760) 60 0 2 4 2015.00 25
USA Off Panama City Florida 30.16 -85.66 POINT (-85.66020 30.15880) 15 0 2 4 2015.00 48
AUSTRALIA Fishery Bay South Australia -34.91 135.69 POINT (135.68610 -34.91420) 56 0 2 3 2015.00 1
AUSTRALIA Lennox Head New South Wales -28.80 153.58 POINT (153.58330 -28.80000) 56 0 2 3 2015.00 1
USA Huntington Beach, Orange County California 33.66 -118.00 POINT (-117.99880 33.65950) 56 0 2 3 2015.00 1
SOUTH AFRICA Jeffreys Bay Eastern Cape Province -34.05 24.91 POINT (24.91020 -34.05070) 56 0 2 3 2015.00 1
AUSTRALIA Lachan Island, Mercury Passage Tasmania -42.38 147.58 POINT (147.58120 -42.38240) 42 1 2 3 2015.00 26
AUSTRALIA Evans Head New South Wales -29.11 153.42 POINT (153.42170 -29.10860) 56 0 2 3 2015.00 1
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 23 0 2 4 2015.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 25 0 2 4 2014.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 26 0 2 4 2014.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 23 0 2 4 2015.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 25 0 2 4 2014.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 26 0 2 4 2014.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 23 0 2 4 2015.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 25 0 2 4 2014.00 8
USA Santa Barbara County California 34.42 -119.70 POINT (-119.69820 34.42080) 26 0 2 4 2014.00 8
USA Morro Bay, San Luis Obispo County California 35.37 -120.85 POINT (-120.85000 35.36590) 56 0 2 3 2015.00 1
SOUTH AFRICA Muizenberg Western Cape Province -34.09 18.50 POINT (18.49590 -34.08990) 56 0 2 3 2014.00 46
USA Katrina Cut, Dauphin Island, Mobile County Alabama 30.26 -88.08 POINT (-88.08490 30.25550) 16 0 0 3 2014.00 13
SOUTH AFRICA South Africa South Africa -30.56 22.94 POINT (22.93750 -30.55950) 45 0 2 4 2014.00 25
AUSTRALIA Elliston, Eyre Peninsula South Australia -33.65 134.89 POINT (134.88860 -33.64520) 56 0 2 3 2014.00 46
USA Manhattan Beach, Los Angeles County California 33.88 -118.41 POINT (-118.41090 33.88470) 57 0 2 1 2014.00 35
AUSTRALIA Fremantle Western Australia -32.05 115.76 POINT (115.75800 -32.05340) 15 0 2 4 2014.00 48
USA Manomet Point, Plymouth, Plymouth County Massachusetts 41.92 -70.56 POINT (-70.56210 41.91610) 26 0 2 4 2014.00 8
AUSTRALIA Kelpids Beach, Wylie Bay, Esperance Western Australia -33.83 122.00 POINT (121.99710 -33.83250) 56 0 2 3 2014.00 46
USA Hilton Head Island, Beaufort County South Carolina 32.22 -80.75 POINT (-80.75260 32.21630) 53 0 0 3 2014.00 2
NEW ZEALAND Stewart Island Southland -47.00 167.84 POINT (167.84000 -47.00000) 14 0 2 4 2014.00 48
USA Lake Ponchartain off Southshore Harbor, New Or... Louisiana 30.04 -90.02 POINT (-90.01560 30.03810) 57 0 0 3 2014.00 2
USA Montaña de Oro State Park, San Luis Obispo Cou... California 35.27 -120.89 POINT (-120.88680 35.27230) 56 0 2 3 2014.00 46
AUSTRALIA Tathra New South Wales -36.74 149.97 POINT (149.96740 -36.73600) 57 1 2 3 2014.00 26
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) 50 0 1 3 2014.00 11
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) 47 0 1 3 2012.00 15
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) 50 0 1 3 2014.00 11
USA Kihei, Maui Hawaii 20.76 -156.44 POINT (-156.44500 20.76440) 47 0 1 3 2012.00 15
USA Apalachicola Bay Florida 26.67 -85.00 POINT (-85.00260 26.67180) 18 0 0 1 2014.00 62
USA North Kohala, Hawaii County Hawaii 19.54 -155.67 POINT (-155.66590 19.54290) 56 0 1 3 2014.00 11
AUSTRALIA Rudder Reef Queensland -16.19 145.70 POINT (145.69900 -16.19420) 48 1 1 3 2014.00 5
USA Franklin Point, San Mateo County California 37.15 -122.36 POINT (-122.36050 37.14970) 0 0 2 4 2014.00 48
AUSTRALIA Three Stripes near Cheynes Beach Western Australia -34.87 118.40 POINT (118.39630 -34.87410) 48 1 2 3 2014.00 26
AUSTRALIA Nerang River near Chevron Island Queensland -28.00 153.42 POINT (153.41980 -27.99730) 13 0 0 3 2014.00 13
USA Fort Lauderdale Florida 26.12 -80.14 POINT (-80.13730 26.12240) 57 0 0 3 2014.00 2
BAHAMAS Grand Bahamas Bahamas 26.66 -78.52 POINT (-78.52070 26.65940) 48 0 0 3 2014.00 2
USA 3 to 4 miles west of Indian Pass, Gulf County Florida 29.69 -85.26 POINT (-85.26440 29.69050) 51 0 0 3 2014.00 2
SOUTH AFRICA Die Platt Western Cape Province -33.23 21.86 POINT (21.85690 -33.22780) 56 0 2 3 2013.00 46
USA Pila'a Beach, Kauai Hawaii 22.21 -159.37 POINT (-159.36870 22.21020) 56 0 1 3 2013.00 15
USA Pila'a Beach, Kauai Hawaii 22.21 -159.37 POINT (-159.36870 22.21020) 56 0 1 3 2013.00 15
USA Kanaha Beach, Maui Hawaii 20.90 -156.44 POINT (-156.44060 20.89970) 32 0 1 3 2013.00 32
AUSTRALIA Riecks Point, Campbells Beach New South Wales -30.24 153.15 POINT (153.15220 -30.23790) 3 1 1 3 2013.00 60
USA Ninole Bay, Hawaii County Hawaii 19.13 -155.51 POINT (-155.50940 19.12830) 5 0 1 3 2013.00 34
MEXICO Seagull Beach, Cancun Quintana Roo 21.16 -86.85 POINT (-86.85150 21.16190) 57 0 1 3 2013.00 15
NEW ZEALAND Muriwai North Island -36.82 174.43 POINT (174.43390 -36.82460) 57 1 2 3 2013.00 26
USA Pillar Point, Half-Moon Bay, San Mateo County California 37.50 -122.48 POINT (-122.48260 37.50430) 56 0 2 3 2013.00 46
AUSTRALIA Off Poison Creek, Cape Arid Western Australia -33.90 123.35 POINT (123.35130 -33.90360) 9 0 2 3 2013.00 10
SOUTH AFRICA Albatros Point, near Jeffreys Bay Eastern Cape Province -34.05 24.91 POINT (24.91020 -34.05070) 58 1 2 3 2013.00 26
AUSTRALIA Cape Nelson Victoria -38.36 141.61 POINT (141.60510 -38.35960) 15 0 2 4 2013.00 48
USA Bunkers, Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24 POINT (-124.24260 40.71950) 56 0 2 3 2013.00 46
USA Kiholo Bay Hawaii 19.86 -155.92 POINT (-155.92170 19.85640) 56 0 1 3 2013.00 15
REUNION Brisant Beach Saint-Gilles -21.05 55.23 POINT (55.22870 -21.05390) 3 1 0 3 2013.00 31
USA White Plains Beach, Oahu Hawaii 21.30 -158.05 POINT (-158.04520 21.30350) 56 0 1 3 2013.00 15
USA Casino Beach, Pensacola, Escambia County Florida 30.33 -87.14 POINT (-87.14180 30.33040) 57 0 0 3 2013.00 2
USA Folly Beach South Carolina 32.66 -79.94 POINT (-79.94040 32.65520) 56 0 0 3 2013.00 2
USA Jacksonville, Duval County Florida 30.33 -81.66 POINT (-81.65570 30.33220) 57 0 0 3 2013.00 2
USA Sanibel Island, Lee County Florida 26.44 -82.11 POINT (-82.11150 26.44340) 15 0 0 3 2013.00 13
USA Gleneden Beach, Lincoln County Oregon 44.88 -124.03 POINT (-124.03460 44.88140) 56 0 2 3 2013.00 46
USA Makena, Maui Hawaii 20.63 -156.44 POINT (-156.44480 20.63160) 47 1 1 3 2013.00 5
JAMAICA Pillikin Red Light area St. Catherine 18.11 -77.30 POINT (-77.29750 18.10960) 48 1 1 3 2013.00 5
USA Kona Coast State Park Hawaii 19.77 -156.02 POINT (-156.02180 19.77040) 57 0 1 3 2013.00 15
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) 8 0 1 3 2012.00 34
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) 57 0 1 3 2012.00 15
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) 8 0 1 3 2012.00 34
USA Makena Landing, Maui Hawaii 20.65 -156.44 POINT (-156.44100 20.65380) 57 0 1 3 2012.00 15
MEXICO Boca de la Leña, La Unión Guerrero 17.97 -101.99 POINT (-101.98960 17.97330) 22 0 0 3 2012.00 13
AUSTRALIA Coral Bay Western Australia -23.14 113.77 POINT (113.77230 -23.14230) 47 0 1 3 2012.00 15
BAHAMAS Cat Island Bahamas 24.21 -75.36 POINT (-75.36450 24.21330) 11 0 1 3 2012.00 34
USA Spreckelsville, Maui Hawaii 20.91 -156.41 POINT (-156.40520 20.91070) 48 0 1 1 2012.00 42
USA Off Catalina Island California 33.39 -118.42 POINT (-118.41630 33.38790) 35 0 2 3 2012.00 41
USA Davidsons Surf Break, Kekaha, Kauai Hawaii 21.96 -159.71 POINT (-159.70890 21.96420) 56 0 1 3 2012.00 15
AUSTRALIA Nobbys Beach Queensland -32.92 151.79 POINT (151.79280 -32.92380) 56 0 0 3 2012.00 30
AUSTRALIA Trigg Beach Western Australia -31.88 115.75 POINT (115.75180 -31.87790) 56 0 1 3 2012.00 15
TONGA Eueiki Island Vava'u -18.77 -174.02 POINT (-174.01870 -18.76640) 57 0 0 3 2012.00 30
USA Jensen Beach, Martin County Florida 27.25 -80.23 POINT (-80.22980 27.25450) 56 0 0 3 2012.00 30
SOUTH AFRICA Caves near Kogel Bay Western Cape Province -34.23 18.85 POINT (18.84870 -34.23420) 3 1 2 3 2012.00 9
AUSTRALIA Dolphin Bay, Innes National Park South Australia -35.19 136.87 POINT (136.86670 -35.19450) 25 0 2 4 2012.00 63
AUSTRALIA Off Wedge Island Western Australia -30.83 115.19 POINT (115.18800 -30.82780) 56 1 2 3 2012.00 33
AUSTRALIA Stratham Beach Western Australia -33.45 115.58 POINT (115.57630 -33.45190) 44 1 2 3 2012.00 33
AUSTRALIA Kylies Beach, Diamond Head New South Wales -31.81 152.74 POINT (152.73500 -31.81440) 35 0 0 3 2012.00 20
USA Leftovers near Chuns Reef, Oahu Hawaii 21.63 -158.08 POINT (-158.08390 21.62690) 56 0 1 3 2012.00 15
USA Humboldt Bay, Eureka, Humboldt County California 40.72 -124.24 POINT (-124.24260 40.71950) 56 0 2 3 2012.00 19
USA Surf Beach, Lompoc, Santa Barbara County California 34.68 -120.61 POINT (-120.60640 34.68310) 56 1 2 3 2012.00 33
USA Iroquiois Point, Oahu Hawaii 21.33 -157.98 POINT (-157.98030 21.32750) 23 0 1 4 2012.00 36
AUSTRALIA Redhead Beach, Newcastle New South Wales -33.02 151.71 POINT (151.70920 -33.02050) 54 0 2 3 2012.00 19
USA Lincoln City, Lincoln County Oregon 44.96 -124.02 POINT (-124.01790 44.95820) 56 0 2 3 2012.00 19
AUSTRALIA Redhead Beach New South Wales -33.02 151.71 POINT (151.70920 -33.02050) 56 0 2 3 2012.00 19
AUSTRALIA Kalbarri Western Australia -27.71 114.16 POINT (114.16460 -27.71040) 7 0 2 4 2012.00 18
SOUTH AFRICA Strandfontein Western Cape Province -34.08 18.57 POINT (18.57300 -34.07790) 15 0 2 4 2012.00 18
USA Leffingwell Landing, Cambria, San Luis Obispo... California 35.58 -121.12 POINT (-121.12140 35.58390) 27 0 2 4 2012.00 63
SOUTH AFRICA Cintza Beach, East London Eastern Cape Province -32.83 28.12 POINT (28.11890 -32.82870) 56 0 2 3 2011.00 19
USA Pigeon Point California 37.18 -122.39 POINT (-122.39280 37.18290) 25 0 2 4 2011.00 63
PAPUA NEW GUINEA Hula, near Port Moresby Central Province -9.44 147.18 POINT (147.18030 -9.44380) 30 0 1 3 2011.00 32
AUSTRALIA Busselton Western Australia -33.65 115.35 POINT (115.34550 -33.65320) 15 0 2 4 2011.00 18
AUSTRALIA Off Perforated Island near Coffin Bay South Australia -34.73 135.16 POINT (135.15820 -34.72680) 10 1 2 3 2011.00 9
SOUTH AFRICA Clovely Beach Western Cape Province -33.91 151.27 POINT (151.26630 -33.91350) 57 0 2 3 2011.00 19
SOUTH AFRICA Lookout Beach, near the Keurbooms river mouth ... Western Cape Province -34.05 23.38 POINT (23.37760 -34.05060) 56 1 2 3 2011.00 33
USA Newport, Lincoln County Oregon 44.64 -124.05 POINT (-124.05350 44.63680) 56 0 2 3 2011.00 19
AUSTRALIA Rottnest Island Western Australia -32.01 115.51 POINT (115.50730 -32.00640) 8 1 2 3 2011.00 9
USA Marina State Beach, Monterey County California 36.69 -121.81 POINT (-121.80930 36.69280) 56 0 2 3 2011.00 19
USA Lyman Beach, Kailua-Kona Hawaii 19.64 -156.00 POINT (-155.99690 19.63990) 56 0 1 3 2011.00 15
USA Lyman Beach, Kailua-Kona Hawaii 19.64 -156.00 POINT (-155.99690 19.63990) 35 0 1 3 2011.00 32
SOUTH AFRICA Robberg Beach Western Cape Province -34.08 23.37 POINT (23.37240 -34.07540) 56 0 2 3 2011.00 19
NEW CALEDONIA Kendec North Province -20.67 164.25 POINT (164.25000 -20.66670) 29 1 1 3 2011.00 56
AUSTRALIA Bunker Bay Western Australia -33.54 115.04 POINT (115.03920 -33.54270) 3 1 2 3 2011.00 9
USA North Topsail Beach, Onslow County North Carolina 34.49 -77.43 POINT (-77.43160 34.49020) 38 0 0 3 2011.00 20
USA Santa Maria Island, Manatee County Florida 27.50 -82.71 POINT (-82.71450 27.50410) 48 0 0 3 2011.00 30
AUSTRALIA Between Queensland -20.92 142.70 POINT (142.70280 -20.91760) 15 0 0 1 2011.00 23
AUSTRALIA Crowdy Head New South Wales -31.84 152.73 POINT (152.72650 -31.84430) 56 0 0 3 2011.00 30
MEXICO Gaviotas Beach, Cancun Quintana Roo 21.13 -86.75 POINT (-86.74650 21.13230) 57 0 0 3 2011.00 30
SEYCHELLES Anse Lazio Praslin -4.29 55.70 POINT (55.70150 -4.29370) 59 1 0 3 2011.00 49
USA Riviera Beach, Palm Beach County Florida 26.78 -80.06 POINT (-80.05810 26.77530) 48 0 0 3 2011.00 30
AUSTRALIA Angourie New South Wales -29.48 153.36 POINT (153.35940 -29.47920) 56 0 2 3 2011.00 19
AUSTRALIA Cowaramup Bay Western Australia -33.86 114.99 POINT (114.98580 -33.86060) 56 1 2 3 2010.00 33
USA Pigeon Point, San Mateo County California 37.18 -122.39 POINT (-122.39460 37.18180) 23 0 2 4 2010.00 18
USA Near oil rig Hondo, 5 nm from Gaviota, Santa B... California 34.68 -120.61 POINT (-120.60640 34.68310) 25 0 2 4 2010.00 18
USA Surf Beach, Vandenberg AFB, Santa Barbara County California 34.47 -120.21 POINT (-120.21490 34.47170) 3 1 2 3 2010.00 9
AUSTRALIA Mullaway Headland New South Wales -30.08 153.21 POINT (153.20520 -30.07710) 56 0 0 3 2010.00 30
AUSTRALIA Off Garden Island Western Australia -32.20 115.68 POINT (115.67760 -32.20430) 47 0 2 3 2010.00 19
AUSTRALIA Between Carnac and Garden Islands Western Australia -32.14 115.66 POINT (115.66330 -32.13930) 15 0 2 4 2010.00 18
USA Eight Mile Beach, Galveston Texas 29.30 -94.80 POINT (-94.79770 29.30130) 56 0 0 3 2010.00 30
Here you can plot 65x for each activity
In [105]:
def plot_cluster_and_centroid(label):
    X_scaled_clustered[X_scaled_clustered.klabel==label][geo_key_vars].T.plot(legend=True)
    plt.legend(bbox_to_anchor=(1.01, 1),borderaxespad=0)
    plt.plot(kcluster.cluster_centers_[label], 'ko--')
    plt.xticks(range(5), geo_key_vars, rotation=45)

plot_cluster_and_centroid(0)
plot_cluster_and_centroid(1)
plot_cluster_and_centroid(2)
plot_cluster_and_centroid(3)
plot_cluster_and_centroid(4)
plot_cluster_and_centroid(5)
In [106]:
sns.clustermap(X_scaled,
               method ='average',
               metric = 'euclidean',
               vmin=0,vmax=4,
               cmap='mako_r',linewidths=.5,
               figsize = (14,250),annot=True
              )
Out[106]:
<seaborn.matrix.ClusterGrid at 0x7f9a524b0cd0>
In [107]:
X_train_x = X_train[['Activity','Fatal','Species','Type','Year']]
X_test_x = X_test[['Activity','Fatal','Species','Type','Year']]


rfr = RandomForestRegressor(max_depth=10,random_state=1000)
rfr.fit(X_train_x, y_train)

predict_train = rfr.predict(X_train_x)
predict_test = rfr.predict(X_test_x)

print('RMSE on train data: ', mean_squared_error(y_train, predict_train)**(0.5))
print('RMSE on test data: ',  mean_squared_error(y_test, predict_test)**(0.5))

RMSE on train data:  0.149139755486814
RMSE on test data:  0.3624405577397993
In [108]:
plt.figure(figsize=(10,7))
feat_importances = pd.Series(rfr.feature_importances_,index=X_train_x.columns)
feat_importances.nlargest(5).plot(kind='line')
Out[108]:
<AxesSubplot:>
In [109]:
x = np.array([[X_scaled['Activity'],X_scaled['Fatal'],
               X_scaled['Species'],X_scaled['Type'],X_scaled['Year']]])

y = np.array(X_scaled['Activity'].values.tolist())
x = x.reshape(x.shape[1:])
x = x.transpose()
x
Out[109]:
array([[ 0.81798611, -0.40824829,  0.93132323, -0.14636661,  1.7250121 ],
       [ 0.76247003, -0.40824829,  0.93132323, -0.14636661,  1.7250121 ],
       [-1.01404456, -0.40824829,  0.93132323, -3.67087462,  1.7250121 ],
       ...,
       [ 0.2628253 , -0.40824829,  0.93132323, -0.14636661, -1.84602395],
       [-1.51368929, -0.40824829,  0.93132323,  1.61588739, -1.84602395],
       [ 0.76247003, -0.40824829, -1.45444948, -0.14636661, -1.84602395]])
In [110]:
x.shape
Out[110]:
(301, 5)
In [111]:
y.shape
Out[111]:
(301,)
In [112]:
from sklearn import linear_model

classifiers = [
    svm.SVR(),
    linear_model.SGDRegressor(),
    linear_model.BayesianRidge(),
    linear_model.LassoLars(),
    linear_model.ARDRegression(),
    linear_model.PassiveAggressiveRegressor(),
    linear_model.TheilSenRegressor(),
    linear_model.LinearRegression()]

for item in classifiers:
    print(item)
    clf = item
    clf.fit(x, y)
    print(clf.predict(x),'\n')

SVR()
[ 0.697586    0.66841168 -1.1144391   0.68798828  0.68798828 -1.19482865
  0.68798828 -1.30239702  0.66841168  0.10717357  0.7182326   0.68798828
 -1.41404868 -0.99074207  0.83880975  0.93973421  0.77598873  1.05158935
  0.40825937  0.80267517 -0.21388805  0.96518781  0.40825937  0.35539438
  0.46047986  0.78140929  1.01795214 -1.89656844  0.35289694  0.41840442
  0.71390146  0.71390146 -0.97466808  0.71390146  0.17335697  0.52808159
 -1.02245548  0.18174049  0.3611485  -1.41384661 -0.80866774  0.1626993
  0.84764673 -1.74891066 -1.60017848  0.37770044  1.05158935 -1.28034468
  0.77279391  0.41467919  0.41467919  0.85774961  0.85774961 -1.21336036
 -1.96926083  0.74078057  0.77279391  0.82110554 -1.8699311  -0.94935401
  0.88824378  0.74078057  0.17399514  0.52960542 -0.31025341  0.52960542
 -2.00233307  0.74078057  0.70627446  0.73135904  0.70627446  0.73135904
 -1.5963118  -1.50286061 -2.08014486  0.35168908 -1.41321043  0.81953351
 -0.55908414  0.75633877 -1.54767701  0.75633877  0.75633877 -0.06040167
 -0.9916171   0.71890648 -0.9916171   0.81953351 -0.06040167 -1.43186053
  0.81953351  0.85327959  0.40990257 -0.93805716  0.75633877 -1.78019435
 -0.9916171   0.75633877  0.81174656  0.34687492  0.85327959  0.85327959
  0.10264585 -0.03728305 -1.53116674  0.70778679 -1.53116674  0.41832912
 -0.67337373 -1.25028185  0.7664621   0.41832912  0.85619272  0.39683394
  0.80185355  0.72087372  0.80185355  0.72087372 -1.47854302 -1.45747364
  1.0511413   0.39683394  0.80185355  0.80185355  0.7744349   0.80185355
  0.7744349   0.84305586  0.39683394  0.69372679  0.7664621  -1.58161942
 -0.44914034  0.77354338  0.16155582  0.79240838  0.75587308  0.79240838
  0.75587308 -0.23632464 -2.13102816  0.79240838 -2.13102816  0.79240838
 -0.54664349  0.99558767  0.99558767  0.99558767  0.99558767 -0.29014616
  0.79240838  0.25418028  0.6272952   0.66220322  0.39370302 -1.60497818
  0.77354338  0.8551321   0.4078767   0.83267299  0.81266468  0.85296465
  0.73875331  0.4078767  -1.60497818  0.52757589  0.64321422 -1.07669443
  0.77354338  0.77354338 -2.19123627  0.70140466 -1.14104807  0.84288328
 -1.60497818  0.77354338  0.77354338  0.77354338  0.77354338 -0.01271616
  0.77354338 -1.14104807 -1.02551796 -0.95998974 -1.14104807 -1.02551796
 -0.95998974 -1.14104807 -1.02551796 -0.95998974  0.77354338  0.77570521
 -1.42931494  0.25179921  0.77570521  0.71836887 -1.61395425 -0.95998974
  0.77570521  0.65401133 -1.66335806  0.82320361  0.77570521  0.73820758
  0.52514901  0.36283741  0.52514901  0.36283741 -1.32502935  0.81113627
  0.40248666 -2.09549485  0.35193138 -1.53662285  0.82320361  0.39631741
  0.55641869  0.76749388  0.80568064  0.80568064 -0.62623012 -2.27987176
 -1.96898558  0.84345295  0.74478417  0.76749388 -1.89547723  0.77356541
 -1.60350605  0.76749388  0.80568064 -1.93662468  0.80568064  0.81123867
  0.7744349   0.81123867 -1.41375535  0.76749388  0.3577969   0.41855362
  0.84345295 -1.8061759   0.82418593 -1.8061759   0.82418593 -1.05494127
  0.36283741 -1.71532612  0.21820905 -0.33843469  0.7885111   0.75587308
  0.7885111   0.79011583  0.75587308 -2.14938875 -1.04049419  0.71646831
  0.1619605  -0.34417655  0.7885111   0.74172922  0.71646831 -1.08248684
  0.67663068  0.74172922  0.74172922 -1.85779069 -1.56823587 -0.92134073
  0.69188853 -1.02883218 -0.67568453 -1.50487781 -1.89120647  0.71845294
  0.70312273  0.69188853 -1.9594617   0.69188853  0.7513713  -0.36297776
  0.69188853 -0.83681664 -2.08028218 -0.13633898  0.39628225 -1.41344968
  0.72087372  0.75197056  0.79056681  0.39628225  0.69188853  0.66258173
 -1.09132338 -0.99899453 -1.97077356  0.66269186  0.30403056 -1.41402108
  0.66269186] 

SGDRegressor()
[ 0.80966791  0.75457851 -1.00035711  0.75596352  0.75596352 -1.22863978
  0.75596352 -1.39787051  0.75457851  0.199722    0.81105291  0.75596352
 -1.50408676 -1.00828219  0.81709061  1.04210088  0.7666539   1.15123882
  0.32593872  0.76200121 -0.28004464  1.09719028  0.32593872  0.27084933
  0.37499043  0.7606162   1.20271639 -2.15773682  0.26481163  0.32541829
  0.75405808  0.75405808 -0.95767576  0.75405808  0.09298532  0.42955939
 -0.94767553  0.09902301  0.2642912  -1.49668211 -0.79240757  0.26963875
  0.82122287 -2.20921439 -1.49908993  0.26515578  1.15123882 -1.17459124
  0.80862705  0.32489786  0.32489786  0.82070244  0.82070244 -1.16062847
 -2.05463658  0.75353765  0.80862705  0.75957534 -1.8907534  -0.9521585
  0.81604975  0.75353765  0.09850258  0.42903896 -0.35221283  0.42903896
 -1.8833307   0.75353765  0.69844825  0.69740739  0.69844825  0.69740739
 -1.50512762 -1.50909016 -2.16672082  0.26325034 -1.49168528  0.75905491
 -0.45152681  0.75301722 -1.50961059  0.75301722  0.75301722 -0.12841313
 -0.95871662  0.75440223 -0.95871662  0.75905491 -0.12841313 -1.5035729
  0.75905491  0.82018201  0.31230204 -0.84457529  0.75301722 -1.66487855
 -0.95871662  0.75301722  0.76509261  0.26928804  0.82018201  0.82018201
  0.04893045 -0.06780647 -1.45504163  0.7538818  -1.45504163  0.31178161
 -0.62473813 -1.17959464  0.75249679  0.31178161  0.81362388  0.32385701
  0.76457218  0.76197003  0.76457218  0.76197003 -1.2797732  -1.50409333
  1.14554527  0.32385701  0.76457218  0.76457218  0.76301089  0.76457218
  0.76301089  0.81966158  0.32385701  0.642318    0.75249679 -1.99008544
 -0.39834285  0.75197636  0.09694129  0.76405175  0.76249046  0.76405175
  0.76249046 -0.17643054 -2.11267228  0.76405175 -2.11267228  0.76405175
 -0.50300438  1.09458813  1.09458813  1.09458813  1.09458813 -0.28264679
  0.76405175  0.26963219  0.53765647  0.76543676  0.32333658 -1.51065145
  0.75197636  0.81448846  0.31729888  0.81914115  0.75801406  0.81310345
  0.69688696  0.31729888 -1.51065145  0.42143998  0.76386398 -1.01484688
  0.75197636  0.75197636 -2.27794047  0.64179757 -1.06993628  0.96837141
 -1.51065145  0.75197636  0.75197636  0.75197636  0.75197636 -0.01789019
  0.75197636 -1.06993628 -0.96027791 -0.90518852 -1.06993628 -0.96027791
 -0.90518852 -1.06993628 -0.96027791 -0.90518852  0.75197636  0.75145593
 -1.44004455  0.14151002  0.75145593  0.81447041 -1.51117188 -0.90518852
  0.75145593  0.59826313 -1.56626128  0.81862072  0.75145593  0.80793034
  0.42695724  0.26064819  0.42695724  0.26064819 -1.32194068  0.75749363
  0.31816346 -2.33751284  0.31212576 -1.60531274  0.81862072  0.32281615
  0.48808434  0.7509355   0.7569732   0.7569732  -0.56517233 -2.16137983
 -2.05258605  0.81206259  0.80740991  0.7509355  -1.83826615  0.8624993
 -1.51169231  0.7509355   0.7569732  -2.15534213  0.7569732   0.81810029
  0.76301089  0.81810029 -1.49565438  0.7509355   0.26255363  0.31764303
  0.81206259 -1.88783828  0.81154216 -1.88783828  0.81154216 -1.11054903
  0.26064819 -1.72257009  0.32366267 -0.40646226  0.75645277  0.76249046
  0.75645277  0.81757986  0.76249046 -2.16793796 -0.96131877  0.75180008
  0.09072732 -0.39438687  0.75645277  0.75041507  0.75180008 -1.06545987
  0.64023628  0.75041507  0.75041507 -1.95292792 -1.51221274 -0.85113998
  0.74989464 -0.9618392  -0.67639198 -1.51273317 -1.78283261  0.80498404
  0.75127965  0.74989464 -1.8930114   0.74989464  0.75593234 -0.400945
  0.74989464 -0.73009637 -2.16845839 -0.22963911  0.32125486 -1.48877016
  0.76197003  0.81705943  0.92862323  0.32125486  0.74989464  0.75075922
 -1.07253843 -0.96235963 -2.16897881  0.7614496   0.25356964 -1.5132536
  0.7614496 ] 

BayesianRidge()
[ 0.81798611  0.76247003 -1.01404456  0.76247003  0.76247003 -1.23610889
  0.76247003 -1.40265713  0.76247003  0.20730922  0.81798611  0.76247003
 -1.51368929 -1.01404456  0.81798611  1.04005043  0.76247003  1.1510826
  0.31834138  0.76247003 -0.29233551  1.09556652  0.31834138  0.2628253
  0.37385746  0.76247003  1.20659868 -2.17988226  0.2628253   0.31834138
  0.76247003  0.76247003 -0.95852848  0.76247003  0.09627706  0.42937354
 -0.95852848  0.09627706  0.2628253  -1.51368929 -0.79198024  0.2628253
  0.81798611 -2.23539835 -1.51368929  0.2628253   1.1510826  -1.18059281
  0.81798611  0.31834138  0.31834138  0.81798611  0.81798611 -1.18059281
 -2.0688501   0.76247003  0.81798611  0.76247003 -1.90230186 -0.95852848
  0.81798611  0.76247003  0.09627706  0.42937354 -0.34785159  0.42937354
 -1.90230186  0.76247003  0.70695395  0.70695395  0.70695395  0.70695395
 -1.51368929 -1.51368929 -2.17988226  0.2628253  -1.51368929  0.76247003
 -0.45888375  0.76247003 -1.51368929  0.76247003  0.76247003 -0.12578727
 -0.95852848  0.76247003 -0.95852848  0.76247003 -0.12578727 -1.51368929
  0.76247003  0.81798611  0.31834138 -0.84749632  0.76247003 -1.68023754
 -0.95852848  0.76247003  0.76247003  0.2628253   0.81798611  0.81798611
  0.04076098 -0.07027119 -1.45817321  0.76247003 -1.45817321  0.31834138
 -0.625432   -1.18059281  0.76247003  0.31834138  0.81798611  0.31834138
  0.76247003  0.76247003  0.76247003  0.76247003 -1.29162497 -1.51368929
  1.1510826   0.31834138  0.76247003  0.76247003  0.76247003  0.76247003
  0.76247003  0.81798611  0.31834138  0.65143787  0.76247003 -2.01333402
 -0.40336767  0.76247003  0.09627706  0.76247003  0.76247003  0.76247003
  0.76247003 -0.18130335 -2.12436618  0.76247003 -2.12436618  0.76247003
 -0.51439983  1.09556652  1.09556652  1.09556652  1.09556652 -0.29233551
  0.76247003  0.2628253   0.54040571  0.76247003  0.31834138 -1.51368929
  0.76247003  0.81798611  0.31834138  0.81798611  0.76247003  0.81798611
  0.70695395  0.31834138 -1.51368929  0.42937354  0.76247003 -1.01404456
  0.76247003  0.76247003 -2.29091443  0.65143787 -1.06956064  0.98453435
 -1.51368929  0.76247003  0.76247003  0.76247003  0.76247003 -0.0147551
  0.76247003 -1.06956064 -0.95852848 -0.9030124  -1.06956064 -0.95852848
 -0.9030124  -1.06956064 -0.95852848 -0.9030124   0.76247003  0.76247003
 -1.45817321  0.15179314  0.76247003  0.81798611 -1.51368929 -0.9030124
  0.76247003  0.59592179 -1.56920537  0.81798611  0.76247003  0.81798611
  0.42937354  0.2628253   0.42937354  0.2628253  -1.34714105  0.76247003
  0.31834138 -2.34643051  0.31834138 -1.62472145  0.81798611  0.31834138
  0.48488962  0.76247003  0.76247003  0.76247003 -0.56991591 -2.17988226
 -2.0688501   0.81798611  0.81798611  0.76247003 -1.84678578  0.87350219
 -1.51368929  0.76247003  0.76247003 -2.17988226  0.76247003  0.81798611
  0.76247003  0.81798611 -1.51368929  0.76247003  0.2628253   0.31834138
  0.81798611 -1.90230186  0.81798611 -1.90230186  0.81798611 -1.12507673
  0.2628253  -1.73575362  0.31834138 -0.40336767  0.76247003  0.76247003
  0.76247003  0.81798611  0.76247003 -2.17988226 -0.95852848  0.76247003
  0.09627706 -0.40336767  0.76247003  0.76247003  0.76247003 -1.06956064
  0.65143787  0.76247003  0.76247003 -1.95781794 -1.51368929 -0.84749632
  0.76247003 -0.95852848 -0.68094808 -1.51368929 -1.7912697   0.81798611
  0.76247003  0.76247003 -1.90230186  0.76247003  0.76247003 -0.40336767
  0.76247003 -0.73646416 -2.17988226 -0.23681943  0.31834138 -1.51368929
  0.76247003  0.81798611  0.92901827  0.31834138  0.76247003  0.76247003
 -1.06956064 -0.95852848 -2.17988226  0.76247003  0.2628253  -1.51368929
  0.76247003] 

LassoLars()
[-1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
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 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16
 -1.77045532e-16] 

ARDRegression()
[ 0.81798611  0.76247003 -1.01404456  0.76247003  0.76247003 -1.23610889
  0.76247003 -1.40265713  0.76247003  0.20730922  0.81798611  0.76247003
 -1.51368929 -1.01404456  0.81798611  1.04005043  0.76247003  1.1510826
  0.31834138  0.76247003 -0.29233551  1.09556652  0.31834138  0.2628253
  0.37385746  0.76247003  1.20659868 -2.17988226  0.2628253   0.31834138
  0.76247003  0.76247003 -0.95852848  0.76247003  0.09627706  0.42937354
 -0.95852848  0.09627706  0.2628253  -1.51368929 -0.79198024  0.2628253
  0.81798611 -2.23539835 -1.51368929  0.2628253   1.1510826  -1.18059281
  0.81798611  0.31834138  0.31834138  0.81798611  0.81798611 -1.18059281
 -2.0688501   0.76247003  0.81798611  0.76247003 -1.90230186 -0.95852848
  0.81798611  0.76247003  0.09627706  0.42937354 -0.34785159  0.42937354
 -1.90230186  0.76247003  0.70695395  0.70695395  0.70695395  0.70695395
 -1.51368929 -1.51368929 -2.17988226  0.2628253  -1.51368929  0.76247003
 -0.45888375  0.76247003 -1.51368929  0.76247003  0.76247003 -0.12578727
 -0.95852848  0.76247003 -0.95852848  0.76247003 -0.12578727 -1.51368929
  0.76247003  0.81798611  0.31834138 -0.84749632  0.76247003 -1.68023754
 -0.95852848  0.76247003  0.76247003  0.2628253   0.81798611  0.81798611
  0.04076098 -0.07027119 -1.45817321  0.76247003 -1.45817321  0.31834138
 -0.625432   -1.18059281  0.76247003  0.31834138  0.81798611  0.31834138
  0.76247003  0.76247003  0.76247003  0.76247003 -1.29162497 -1.51368929
  1.1510826   0.31834138  0.76247003  0.76247003  0.76247003  0.76247003
  0.76247003  0.81798611  0.31834138  0.65143787  0.76247003 -2.01333402
 -0.40336767  0.76247003  0.09627706  0.76247003  0.76247003  0.76247003
  0.76247003 -0.18130335 -2.12436618  0.76247003 -2.12436618  0.76247003
 -0.51439983  1.09556652  1.09556652  1.09556652  1.09556652 -0.29233551
  0.76247003  0.2628253   0.54040571  0.76247003  0.31834138 -1.51368929
  0.76247003  0.81798611  0.31834138  0.81798611  0.76247003  0.81798611
  0.70695395  0.31834138 -1.51368929  0.42937354  0.76247003 -1.01404456
  0.76247003  0.76247003 -2.29091443  0.65143787 -1.06956064  0.98453435
 -1.51368929  0.76247003  0.76247003  0.76247003  0.76247003 -0.0147551
  0.76247003 -1.06956064 -0.95852848 -0.9030124  -1.06956064 -0.95852848
 -0.9030124  -1.06956064 -0.95852848 -0.9030124   0.76247003  0.76247003
 -1.45817321  0.15179314  0.76247003  0.81798611 -1.51368929 -0.9030124
  0.76247003  0.59592179 -1.56920537  0.81798611  0.76247003  0.81798611
  0.42937354  0.2628253   0.42937354  0.2628253  -1.34714105  0.76247003
  0.31834138 -2.34643051  0.31834138 -1.62472145  0.81798611  0.31834138
  0.48488962  0.76247003  0.76247003  0.76247003 -0.56991591 -2.17988226
 -2.0688501   0.81798611  0.81798611  0.76247003 -1.84678578  0.87350219
 -1.51368929  0.76247003  0.76247003 -2.17988226  0.76247003  0.81798611
  0.76247003  0.81798611 -1.51368929  0.76247003  0.2628253   0.31834138
  0.81798611 -1.90230186  0.81798611 -1.90230186  0.81798611 -1.12507673
  0.2628253  -1.73575362  0.31834138 -0.40336767  0.76247003  0.76247003
  0.76247003  0.81798611  0.76247003 -2.17988226 -0.95852848  0.76247003
  0.09627706 -0.40336767  0.76247003  0.76247003  0.76247003 -1.06956064
  0.65143787  0.76247003  0.76247003 -1.95781794 -1.51368929 -0.84749632
  0.76247003 -0.95852848 -0.68094808 -1.51368929 -1.7912697   0.81798611
  0.76247003  0.76247003 -1.90230186  0.76247003  0.76247003 -0.40336767
  0.76247003 -0.73646416 -2.17988226 -0.23681943  0.31834138 -1.51368929
  0.76247003  0.81798611  0.92901827  0.31834138  0.76247003  0.76247003
 -1.06956064 -0.95852848 -2.17988226  0.76247003  0.2628253  -1.51368929
  0.76247003] 

PassiveAggressiveRegressor()
[ 0.89434831  0.83831323 -0.99999317  0.82916033  0.82916033 -1.17894997
  0.82916033 -1.32446346  0.83831323  0.30055412  0.88519542  0.82916033
 -1.45912541 -0.95480961  0.8937043   1.13550642  0.85533098  1.21976606
  0.40705027  0.83766921 -0.20933571  1.19154151  0.40705027  0.35101518
  0.45457648  0.8468221   1.28594992 -2.13219049  0.3425063   0.393145
  0.82440796  0.82440796 -0.89008802  0.82440796  0.15198689  0.4967063
 -0.90417092  0.16049577  0.32860103 -1.51821423 -0.72198275  0.29685637
  0.8974608  -2.19837435 -1.47842707  0.30554287  1.21976606 -1.15072542
  0.86653777  0.37923973  0.37923973  0.88355553  0.88355553 -1.1874001
 -2.05643973  0.81050268  0.86653777  0.81901156 -1.87918157 -0.89548441
  0.86589376  0.81050268  0.1465905   0.48280103 -0.28760731  0.48280103
 -1.87982559  0.81050268  0.7544676   0.72665706  0.7544676   0.72665706
 -1.48693595 -1.46434417 -2.17326229  0.30079049 -1.5375159   0.80510629
 -0.43681855  0.79659741 -1.47824944  0.79659741  0.79659741 -0.099964
 -0.91789856  0.78744452 -0.91789856  0.80510629 -0.099964   -1.46974057
  0.80510629  0.86965026  0.3483167  -0.82842016  0.79659741 -1.66043761
 -0.91789856  0.79659741  0.81361517  0.30929937  0.86965026  0.86965026
  0.08515901 -0.04932531 -1.43611963  0.77353925 -1.43611963  0.33441143
 -0.61818507 -1.15594418  0.78269214  0.33441143  0.84723611  0.35142919
  0.7997099   0.73018354  0.7997099   0.73018354 -1.28209726 -1.48364584
  1.17429375  0.35142919  0.7997099   0.7997099   0.75799409  0.7997099
  0.75799409  0.85574499  0.35142919  0.67062197  0.78269214 -2.08683762
 -0.38553584  0.76878687  0.10487469  0.78580463  0.74408881  0.78580463
  0.74408881 -0.1442001  -2.14503774  0.78580463 -2.14503774  0.78580463
 -0.50300241  1.12201516  1.12201516  1.12201516  1.12201516 -0.27886206
  0.78580463  0.27233594  0.5531554   0.77665174  0.33752392 -1.50605999
  0.76878687  0.82417795  0.32901504  0.84183971  0.77729575  0.83333084
  0.71275178  0.32901504 -1.50605999  0.43257634  0.70101154 -1.00174419
  0.76878687  0.76878687 -2.313143    0.6567167  -1.05777928  1.015519
 -1.50605999  0.76878687  0.76878687  0.76878687  0.76878687 -0.02485726
  0.76878687 -1.05777928 -0.95961437 -0.90357928 -1.05777928 -0.95961437
 -0.90357928 -1.05777928 -0.95961437 -0.90357928  0.76878687  0.7548816
 -1.46950419  0.1610874   0.7548816   0.76573314 -1.51996526 -0.90357928
  0.7548816   0.60379409 -1.57600034  0.82793444  0.7548816   0.8017638
  0.42717995  0.23126414  0.42717995  0.23126414 -1.40261757  0.76339048
  0.30595688 -2.36049159  0.297448   -1.63760946  0.82793444  0.32361865
  0.49172391  0.74097633  0.74948521  0.74948521 -0.59535692 -2.22952738
 -2.10830431  0.8055203   0.78785853  0.74097633 -1.89267284  0.84389362
 -1.53387053  0.74097633  0.74948521 -2.22101851  0.74948521  0.81402917
  0.75799409  0.81402917 -1.53944455  0.74097633  0.23601652  0.29205161
  0.8055203  -1.95410432  0.79161503 -1.95410432  0.79161503 -1.1611042
  0.23126414 -1.78599905  0.24211568 -0.4496658   0.73557994  0.74408881
  0.73557994  0.8001239   0.74408881 -2.25194153 -0.98742491  0.71791817
  0.04549711 -0.43264805  0.73557994  0.72707106  0.71791817 -1.09098621
  0.61500088  0.72707106  0.72707106 -1.99605651 -1.5477758  -0.87535473
  0.71316579 -1.00133018 -0.73523764 -1.56168107 -1.87360118  0.76920088
  0.7040129   0.71316579 -1.98567136  0.71316579  0.72167467 -0.45506219
  0.71316579 -0.80042562 -2.2658468  -0.27844805  0.28190283 -1.61243864
  0.73018354  0.78621863  0.88913592  0.28190283  0.71316579  0.69010763
 -1.12730563 -1.01523545 -2.27975207  0.71627827  0.19494472 -1.57558634
  0.71627827] 

TheilSenRegressor(max_subpopulation=10000)
[ 0.81798328  0.7624676  -1.01401711  0.76246529  0.76246529 -1.23609698
  0.76246529 -1.4026526   0.7624676   0.2073022   0.81798097  0.76246529
 -1.51367539 -1.01403425  0.81798091  1.04004588  0.76246747  1.15107742
  0.31834201  0.76246522 -0.2923305   1.09556157  0.31834201  0.26282633
  0.37385776  0.76246753  1.20659069 -2.17986596  0.26282639  0.31834209
  0.76246768  0.76246768 -0.95852705  0.76246768  0.09627949  0.42937352
 -0.95851854  0.09627943  0.26282647 -1.51365817 -0.79198     0.26283273
  0.81798324 -2.23537922 -1.51367529  0.26282425  1.15107742 -1.18058113
  0.81798345  0.31834218  0.31834218  0.81798332  0.81798332 -1.18056405
 -2.06883436  0.76246777  0.81798345  0.7624677  -1.902285   -0.95852703
  0.81798108  0.76246777  0.09627951  0.42937361 -0.34785446  0.42937361
 -1.90228738  0.76246777  0.70695208  0.70695225  0.70695208  0.70695225
 -1.51367522 -1.51368379 -2.17986333  0.26282664 -1.51365806  0.76246779
 -0.45887954  0.76246785 -1.51368371  0.76246785  0.76246785 -0.12578307
 -0.95852688  0.76246554 -0.95852688  0.76246779 -0.12578307 -1.51368377
  0.76246779  0.81798341  0.31834239 -0.84748695  0.76246785 -1.68022225
 -0.95852688  0.76246785  0.76246772  0.26282658  0.81798341  0.81798341
  0.04076385 -0.07026737 -1.45816794  0.76246563 -1.45816794  0.31834247
 -0.62542413 -1.18058953  0.76246794  0.31834247  0.81798356  0.31834235
  0.76246781  0.76246823  0.76246781  0.76246823 -1.29161239 -1.51368369
  1.15107534  0.31834235  0.76246781  0.76246781  0.76246806  0.76246781
  0.76246806  0.81798349  0.31834235  0.65143657  0.76246794 -2.01329049
 -0.40336146  0.76246802  0.09627977  0.76246789  0.76246815  0.76246789
  0.76246815 -0.18130728 -2.12434748  0.76246789 -2.12434748  0.76246789
 -0.51439281  1.09556199  1.09556199  1.09556199  1.09556199 -0.29233008
  0.76246789  0.26282444  0.54040523  0.76246558  0.31834243 -1.51368354
  0.76246802  0.81798133  0.3183425   0.81798358  0.76246796  0.81798364
  0.70695234  0.3183425  -1.51368354  0.42937393  0.76249373 -1.01404239
  0.76246802  0.76246802 -2.29089453  0.65143666 -1.06955808  0.98452218
 -1.51368354  0.76246802  0.76246802  0.76246802  0.76246802 -0.01475385
  0.76246802 -1.06955808 -0.95852663 -0.90301094 -1.06955808 -0.95852663
 -0.90301094 -1.06955808 -0.95852663 -0.90301094  0.76246802  0.76246811
 -1.45815933  0.15178703  0.76246811  0.81800093 -1.51368345 -0.90301094
  0.76246811  0.59592093 -1.56919914  0.81798366  0.76246811  0.81798148
  0.42937395  0.26282707  0.42937395  0.26282707 -1.34711082  0.76246804
  0.31834027 -2.34641869  0.31834033 -1.62470638  0.81798366  0.31834252
  0.48488957  0.76246819  0.76246813  0.76246813 -0.56990826 -2.17986537
 -2.06883169  0.81798381  0.81798156  0.76246819 -1.8467689   0.87349725
 -1.51368337  0.76246819  0.76246813 -2.17986543  0.76246813  0.81798375
  0.76246806  0.81798375 -1.51367493  0.76246819  0.26282467  0.31834036
  0.81798381 -1.90228456  0.81798389 -1.90228456  0.81798389 -1.12506506
  0.26282707 -1.73573751  0.31835989 -0.40336106  0.76246821  0.76246815
  0.76246821  0.81798383  0.76246815 -2.17986522 -0.95852646  0.76246596
  0.09627777 -0.40336119  0.76246821  0.76246828  0.76246596 -1.06955789
  0.65143691  0.76246828  0.76246828 -1.95780875 -1.51368328 -0.84749509
  0.76246836 -0.95852637 -0.68093945 -1.5136832  -1.79125535  0.81798404
  0.76246605  0.76246836 -1.90228672  0.76246836  0.7624683  -0.40336104
  0.76246836 -0.73645745 -2.17986513 -0.23681406  0.31834277 -1.51365762
  0.76246823  0.81798392  0.92901297  0.31834277  0.76246836  0.76246613
 -1.06955765 -0.95852629 -2.17986505  0.76246832  0.2628273  -1.51368311
  0.76246832] 

LinearRegression()
[ 0.81798611  0.76247003 -1.01404456  0.76247003  0.76247003 -1.23610889
  0.76247003 -1.40265713  0.76247003  0.20730922  0.81798611  0.76247003
 -1.51368929 -1.01404456  0.81798611  1.04005043  0.76247003  1.1510826
  0.31834138  0.76247003 -0.29233551  1.09556652  0.31834138  0.2628253
  0.37385746  0.76247003  1.20659868 -2.17988226  0.2628253   0.31834138
  0.76247003  0.76247003 -0.95852848  0.76247003  0.09627706  0.42937354
 -0.95852848  0.09627706  0.2628253  -1.51368929 -0.79198024  0.2628253
  0.81798611 -2.23539835 -1.51368929  0.2628253   1.1510826  -1.18059281
  0.81798611  0.31834138  0.31834138  0.81798611  0.81798611 -1.18059281
 -2.0688501   0.76247003  0.81798611  0.76247003 -1.90230186 -0.95852848
  0.81798611  0.76247003  0.09627706  0.42937354 -0.34785159  0.42937354
 -1.90230186  0.76247003  0.70695395  0.70695395  0.70695395  0.70695395
 -1.51368929 -1.51368929 -2.17988226  0.2628253  -1.51368929  0.76247003
 -0.45888375  0.76247003 -1.51368929  0.76247003  0.76247003 -0.12578727
 -0.95852848  0.76247003 -0.95852848  0.76247003 -0.12578727 -1.51368929
  0.76247003  0.81798611  0.31834138 -0.84749632  0.76247003 -1.68023754
 -0.95852848  0.76247003  0.76247003  0.2628253   0.81798611  0.81798611
  0.04076098 -0.07027119 -1.45817321  0.76247003 -1.45817321  0.31834138
 -0.625432   -1.18059281  0.76247003  0.31834138  0.81798611  0.31834138
  0.76247003  0.76247003  0.76247003  0.76247003 -1.29162497 -1.51368929
  1.1510826   0.31834138  0.76247003  0.76247003  0.76247003  0.76247003
  0.76247003  0.81798611  0.31834138  0.65143787  0.76247003 -2.01333402
 -0.40336767  0.76247003  0.09627706  0.76247003  0.76247003  0.76247003
  0.76247003 -0.18130335 -2.12436618  0.76247003 -2.12436618  0.76247003
 -0.51439983  1.09556652  1.09556652  1.09556652  1.09556652 -0.29233551
  0.76247003  0.2628253   0.54040571  0.76247003  0.31834138 -1.51368929
  0.76247003  0.81798611  0.31834138  0.81798611  0.76247003  0.81798611
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  0.76247003 -0.95852848 -0.68094808 -1.51368929 -1.7912697   0.81798611
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 -1.06956064 -0.95852848 -2.17988226  0.76247003  0.2628253  -1.51368929
  0.76247003]
In [113]:
from sklearn.datasets import make_blobs
from sklearn.linear_model import LogisticRegression
x, y = make_blobs(n_samples=100, centers=3, n_features=2)
model = LogisticRegression(solver='lbfgs',multi_class='auto')
model.fit(X_train, y_train)
predictions3 = model.predict(X_test)
score3 = accuracy_score(y_test,predictions3)
print(score3)

0.5394736842105263
In [114]:
X_scaled.max()
Out[114]:
Activity   1.21
Fatal      2.45
Species    0.93
Type       1.62
Year       1.73
dtype: float64
In [115]:
labels = 'Activity','Fatal','Species','Type','Year'
explode = (0,0.3,0,0,0)
size = [1.21,2.45,0.93,1.62,1.73]
fig1, ax1 = plt.subplots()
ax1.pie(size, explode=explode, labels=labels, autopct='%1.1f%%',
        shadow=True, startangle=90)
ax1.axis('equal')

plt.show()
In [116]:
sns.pairplot(X_scaled,kind='reg',hue='Fatal',palette='ocean')
Out[116]:
<seaborn.axisgrid.PairGrid at 0x7f9a5777b400>
Checking Algorithms
In [117]:
def GetBasedModel():
    basedModels = []
    basedModels.append(('LR'   , LogisticRegression()))
    basedModels.append(('LDA'  , LinearDiscriminantAnalysis()))
    basedModels.append(('KNN'  , KNeighborsClassifier()))
    basedModels.append(('CART' , DecisionTreeClassifier()))
    basedModels.append(('NB'   , GaussianNB()))
    basedModels.append(('SVM'  , SVC(probability=True)))
    basedModels.append(('AB'   , AdaBoostClassifier()))
    basedModels.append(('GBM'  , GradientBoostingClassifier()))
    basedModels.append(('RF'   , RandomForestClassifier()))
    basedModels.append(('ET'   , ExtraTreesClassifier()))

    
    return basedModels
In [118]:
from sklearn.model_selection import KFold
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import cross_val_score
from sklearn.model_selection import GridSearchCV
from sklearn.metrics import classification_report
from sklearn.metrics import confusion_matrix
from sklearn.tree import DecisionTreeClassifier
from sklearn.neighbors import KNeighborsClassifier
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
from sklearn.naive_bayes import GaussianNB
from sklearn.svm import SVC
from sklearn.ensemble import AdaBoostClassifier
from sklearn.ensemble import GradientBoostingClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import ExtraTreesClassifier
Test options and evaluation metric
In [119]:
def BasedLine2(X_train, y_train,models):
    num_folds = 10
    scoring = 'accuracy'

    sharks_results = []
    names = []
    for name, model in models:
        kfold = StratifiedKFold(n_splits=num_folds, random_state=SEED)
        sharks_results = cross_val_score(model, X_train, y_train, cv=kfold, scoring=scoring)
        results.append(sharks_results)
        names.append(name)
        msg = "%s: %f (%f)" % (name, sharks_results.mean(), sharks_results.std())
        print(msg)
        
    return names, sharks_results
In [120]:
clf = ExtraTreesClassifier(n_estimators=250,
                              random_state=SEED)

clf.fit(X_train, y_train)

feature_importance = clf.feature_importances_

feature_importance = 100.0 * (feature_importance / feature_importance.max())
sorted_idx = np.argsort(feature_importance)
pos = np.arange(sorted_idx.shape[0]) + .5
plt.subplot(1, 2, 2)
plt.barh(pos, feature_importance[sorted_idx], align='center')
plt.yticks(pos, shark_geo.columns[sorted_idx])
plt.xlabel('Relative Importance')
plt.title('Variable Importance')
plt.show()
In [121]:
from sklearn.model_selection import GridSearchCV, RandomizedSearchCV
from scipy.stats import uniform
In [122]:
class RandomSearch(object):
    
    def __init__(self,X_train,y_train,model,hyperparameters):
        
        self.X_train = X_train
        self.y_train = y_train
        self.model = model
        self.hyperparameters = hyperparameters
        
    def RandomSearch(self):
        cv = 9
        clf = RandomizedSearchCV(self.model,
                                 self.hyperparameters,
                                 random_state=1,
                                 n_iter=100,
                                 cv=cv,
                                 verbose=0,
                                 n_jobs=-1,
                                 )
        
        best_model = clf.fit(self.X_train, self.y_train)
        message = (best_model.best_score_, best_model.best_params_)
        print("Best: %f using %s" % (message))
        return best_model,best_model.best_params_
    
    def BestModelPridict(self,X_test):
        
        best_model,_ = self.RandomSearch()
        pred = best_model.predict(X_test)
        return pred
In [123]:
class GridSearch(object):
    
    def __init__(self,X_train,y_train,model,hyperparameters):
        
        self.X_train = X_train
        self.y_train = y_train
        self.model = model
        self.hyperparameters = hyperparameters
        
    def GridSearch(self):
        cv = 9
        clf = GridSearchCV(self.model,
                                 self.hyperparameters,
                                 cv=cv,
                                 verbose=0,
                                 n_jobs=-1,
                                 )
        
        best_model = clf.fit(self.X_train, self.y_train)
        message = (best_model.best_score_, best_model.best_params_)
        print("Best: %f using %s" % (message))

        return best_model,best_model.best_params_
    
    def BestModelPridict(self,X_test):
        
        best_model,_ = self.GridSearch()
        pred = best_model.predict(X_test)
        return pred
In [124]:
model = LogisticRegression()
penalty = ['l1', 'l2']
C = uniform(loc=0, scale=4)
hyperparameters = dict(C=C, penalty=penalty)
In [125]:
LR_RandSearch = RandomSearch(X_train,y_train,model,hyperparameters)
# LR_best_model,LR_best_params = LR_RandSearch.RandomSearch()
Prediction_LR = LR_RandSearch.BestModelPridict(X_test)

Best: 0.368889 using {'C': 1.209330290527359, 'penalty': 'l2'}
In [126]:
sharks_KNN = KNeighborsClassifier()
neighbors = [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]
param_grid = dict(n_neighbors=neighbors)
In [127]:
KNN_GridSearch = GridSearch(X_train,y_train,sharks_KNN,param_grid)
Prediction_KNN = KNN_GridSearch.BestModelPridict(X_test)

Best: 0.528889 using {'n_neighbors': 1}
first cast decimal as str print(prc) str format output is {:.3f}
In [128]:
def floatingDecimals(f_val, dec=3):
        prc = "{:."+str(dec)+"f}" 
        return float(prc.format(f_val))
In [129]:
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_KNN).mean(),7))

prediction on test set is: 0.5263158
In [130]:
c_values = [0.1, 0.3, 0.5, 0.7, 0.9, 1.0, 1.3, 1.5, 1.7, 2.0]
kernel_values = [ 'linear' , 'poly' , 'rbf' , 'sigmoid' ]
param_grid = dict(C=c_values, kernel=kernel_values)
model_SVC = SVC()
In [131]:
SVC_GridSearch = GridSearch(X_train,y_train,model_SVC,param_grid)
Prediction_SVC = SVC_GridSearch.BestModelPridict(X_test)
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_SVC).mean(),7))

Best: 0.404444 using {'C': 0.7, 'kernel': 'linear'}
prediction on test set is: 0.5263158
In [132]:
from scipy.stats import randint
max_depth_value = [3, None]
max_features_value =  randint(1, 4)
min_samples_leaf_value = randint(1, 4)
criterion_value = ["gini", "entropy"]
In [133]:
aram_grid = dict(max_depth = max_depth_value,
                  max_features = max_features_value,
                  min_samples_leaf = min_samples_leaf_value,
                  criterion = criterion_value)
In [134]:
learning_rate_value = [.01,.05,.1,.5,1]
n_estimators_value = [50,100,150,200,250,300]

param_grid = dict(learning_rate=learning_rate_value, n_estimators=n_estimators_value)
In [135]:
sharks_Ad = AdaBoostClassifier()
Ad_GridSearch = GridSearch(X_train,y_train,sharks_Ad,param_grid)
Prediction_Ad = Ad_GridSearch.BestModelPridict(X_test)
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_Ad).mean(),7))

Best: 0.800000 using {'learning_rate': 0.5, 'n_estimators': 300}
prediction on test set is: 0.7368421
In [136]:
learning_rate_value = [.01,.05,.1,.5,1]
n_estimators_value = [50,100,150,200,250,300]

param_grid = dict(learning_rate=learning_rate_value, n_estimators=n_estimators_value)
In [140]:
sharks_GB = GradientBoostingClassifier()
GB_GridSearch = GridSearch(X_train,y_train,sharks_GB,param_grid)
Prediction_GB = GB_GridSearch.BestModelPridict(X_test)
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_GB).mean(),7))

Best: 0.835556 using {'learning_rate': 0.1, 'n_estimators': 250}
prediction on test set is: 0.8421053
In [141]:
def get_models():
    """Generate a library of base learners."""
    param = {'C': 0.7678243129497218, 'penalty': 'l2'}
    model1 = LogisticRegression(**param)

    param = {'n_neighbors': 8}
    model2 = KNeighborsClassifier(**param)

    param = {'C': 1.7, 'kernel': 'linear', 'probability':True}
    model3 = SVC(**param)

    param = {'criterion': 'gini', 'max_depth': 3, 'max_features': 2, 'min_samples_leaf': 3}
    model4 = DecisionTreeClassifier(**param)

    param = {'learning_rate': 0.05, 'n_estimators': 150}
    model5 = AdaBoostClassifier(**param)

    param = {'learning_rate': 0.01, 'n_estimators': 100}
    model6 = GradientBoostingClassifier(**param)

    model7 = RandomForestClassifier()

    model8 = ExtraTreesClassifier()

    models = {'LR':model1, 'KNN':model2, 'SVC':model3, 'DT':model4,
              'ADa':model5, 'GB':model6, 'RF':model7,  'ET':model8
              }
    return models
In [142]:
def train_predict(model_list,X_train, X_test, y_train, y_test):
    """Fit models in list on training set and return preds"""
    P = np.zeros((y_test.shape[0], len(model_list)))
    P = pd.DataFrame(P)

    print("Fitting models.")
    cols = list()
    for i, (name, m) in enumerate(models.items()):
        print("%s..." % name, end=" ", flush=False)
        m.fit(X_train, y_train)
        P.iloc[:, i] = m.predict_proba(X_test)[:, 1]
        cols.append(name)
        print("done")

    P.columns = cols
    print("Done.\n")
    return P
In [143]:
models = get_models()
P = train_predict(models,X_train,X_test,y_train,y_test)

Fitting models.
LR... done
KNN... done
SVC... done
DT... done
ADa... done
GB... done
RF... done
ET... done
Done.
In [144]:
corrMatrix = X_scaled.corr()
print (corrMatrix)

          Activity  Fatal  Species  Type  Year
Activity      1.00  -0.02    -0.24 -0.20  0.06
Fatal        -0.02   1.00     0.11 -0.08 -0.00
Species      -0.24   0.11     1.00  0.20  0.03
Type         -0.20  -0.08     0.20  1.00 -0.07
Year          0.06  -0.00     0.03 -0.07  1.00
In [145]:
ax = sns.heatmap(
    corrMatrix, 
    vmin=-1, vmax=1, center=0,
    cmap=sns.diverging_palette(20, 220, n=200),
    square=True
)
ax.set_xticklabels(
    ax.get_xticklabels(),
    rotation=45,
    horizontalalignment='right'
)
Out[145]:
[Text(0.5, 0, 'Activity'),
 Text(1.5, 0, 'Fatal'),
 Text(2.5, 0, 'Species'),
 Text(3.5, 0, 'Type'),
 Text(4.5, 0, 'Year')]
In [139]:
from string import ascii_letters
In [146]:
mask = np.triu(np.ones_like(corrMatrix, dtype=bool))
f, ax = plt.subplots(figsize=(11, 9))
cmap = sns.diverging_palette(220,20, as_cmap=True)

sns.heatmap(corrMatrix, mask=mask, cmap=cmap, vmax=.3, center=0,
            square=True, linewidths=.5, cbar_kws={"shrink": .5})
Out[146]:
<AxesSubplot:>
In [138]:
pip install mlens

Requirement already satisfied: mlens in ./opt/anaconda3/lib/python3.8/site-packages (0.2.3)
Requirement already satisfied: numpy>=1.11 in ./opt/anaconda3/lib/python3.8/site-packages (from mlens) (1.18.5)
Requirement already satisfied: scipy>=0.17 in ./opt/anaconda3/lib/python3.8/site-packages (from mlens) (1.5.0)
Note: you may need to restart the kernel to use updated packages.
In [147]:
from mlens.visualization import corrmat

[MLENS] backend: threading
In [148]:
corrmat(P.corr(), inflate=False)
Out[148]:
<AxesSubplot:title={'center':'Correlation Matrix'}>
In [ ]: